{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.007149Z",
     "end_time": "2023-08-13T16:55:46.139399Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "# plt.style.use('fivethirtyeight')\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "%matplotlib inline\n",
    "# import pandas_profiling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "outputs": [],
   "source": [
    "data = pd.read_csv('../mydatase/market/38.csv')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.019398Z",
     "end_time": "2023-08-13T16:55:46.216401Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "outputs": [
    {
     "data": {
      "text/plain": "   Store        Date  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\n0     38  05-02-2010     358496.14             0        49.47       2.962   \n1     38  12-02-2010     342214.90             1        47.87       2.946   \n2     38  19-02-2010     327237.92             0        54.83       2.915   \n3     38  26-02-2010     334222.73             0        50.23       2.825   \n4     38  05-03-2010     372239.89             0        53.77       2.987   \n\n          CPI  Unemployment  \n0  126.442065        13.975  \n1  126.496258        13.975  \n2  126.526286        13.975  \n3  126.552286        13.975  \n4  126.578286        13.975  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Store</th>\n      <th>Date</th>\n      <th>Weekly_Sales</th>\n      <th>Holiday_Flag</th>\n      <th>Temperature</th>\n      <th>Fuel_Price</th>\n      <th>CPI</th>\n      <th>Unemployment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>38</td>\n      <td>05-02-2010</td>\n      <td>358496.14</td>\n      <td>0</td>\n      <td>49.47</td>\n      <td>2.962</td>\n      <td>126.442065</td>\n      <td>13.975</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>38</td>\n      <td>12-02-2010</td>\n      <td>342214.90</td>\n      <td>1</td>\n      <td>47.87</td>\n      <td>2.946</td>\n      <td>126.496258</td>\n      <td>13.975</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>38</td>\n      <td>19-02-2010</td>\n      <td>327237.92</td>\n      <td>0</td>\n      <td>54.83</td>\n      <td>2.915</td>\n      <td>126.526286</td>\n      <td>13.975</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>38</td>\n      <td>26-02-2010</td>\n      <td>334222.73</td>\n      <td>0</td>\n      <td>50.23</td>\n      <td>2.825</td>\n      <td>126.552286</td>\n      <td>13.975</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>38</td>\n      <td>05-03-2010</td>\n      <td>372239.89</td>\n      <td>0</td>\n      <td>53.77</td>\n      <td>2.987</td>\n      <td>126.578286</td>\n      <td>13.975</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.053397Z",
     "end_time": "2023-08-13T16:55:46.222398Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "outputs": [
    {
     "data": {
      "text/plain": "       Store   Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\ncount  143.0     143.000000    143.000000   143.000000  143.000000   \nmean    38.0  385731.653287      0.069930    70.262797    3.606420   \nstd      0.0   42768.169450      0.255926    16.630317    0.447926   \nmin     38.0  303908.810000      0.000000    37.640000    2.825000   \n25%     38.0  350365.655000      0.000000    53.985000    3.125000   \n50%     38.0  380870.090000      0.000000    68.660000    3.705000   \n75%     38.0  414198.140000      0.000000    85.425000    3.966000   \nmax     38.0  499267.660000      1.000000    99.220000    4.468000   \n\n              CPI  Unemployment  \ncount  143.000000    143.000000  \nmean   128.679669     13.116483  \nstd      1.858300      1.208114  \nmin    126.064000     10.199000  \n25%    126.590094     12.187000  \n50%    129.075677     13.736000  \n75%    130.502414     14.099000  \nmax    131.193097     14.313000  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Store</th>\n      <th>Weekly_Sales</th>\n      <th>Holiday_Flag</th>\n      <th>Temperature</th>\n      <th>Fuel_Price</th>\n      <th>CPI</th>\n      <th>Unemployment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>143.0</td>\n      <td>143.000000</td>\n      <td>143.000000</td>\n      <td>143.000000</td>\n      <td>143.000000</td>\n      <td>143.000000</td>\n      <td>143.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>38.0</td>\n      <td>385731.653287</td>\n      <td>0.069930</td>\n      <td>70.262797</td>\n      <td>3.606420</td>\n      <td>128.679669</td>\n      <td>13.116483</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>0.0</td>\n      <td>42768.169450</td>\n      <td>0.255926</td>\n      <td>16.630317</td>\n      <td>0.447926</td>\n      <td>1.858300</td>\n      <td>1.208114</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>38.0</td>\n      <td>303908.810000</td>\n      <td>0.000000</td>\n      <td>37.640000</td>\n      <td>2.825000</td>\n      <td>126.064000</td>\n      <td>10.199000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>38.0</td>\n      <td>350365.655000</td>\n      <td>0.000000</td>\n      <td>53.985000</td>\n      <td>3.125000</td>\n      <td>126.590094</td>\n      <td>12.187000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>38.0</td>\n      <td>380870.090000</td>\n      <td>0.000000</td>\n      <td>68.660000</td>\n      <td>3.705000</td>\n      <td>129.075677</td>\n      <td>13.736000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>38.0</td>\n      <td>414198.140000</td>\n      <td>0.000000</td>\n      <td>85.425000</td>\n      <td>3.966000</td>\n      <td>130.502414</td>\n      <td>14.099000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>38.0</td>\n      <td>499267.660000</td>\n      <td>1.000000</td>\n      <td>99.220000</td>\n      <td>4.468000</td>\n      <td>131.193097</td>\n      <td>14.313000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.064398Z",
     "end_time": "2023-08-13T16:55:46.222398Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 143 entries, 0 to 142\n",
      "Data columns (total 8 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   Store         143 non-null    int64  \n",
      " 1   Date          143 non-null    object \n",
      " 2   Weekly_Sales  143 non-null    float64\n",
      " 3   Holiday_Flag  143 non-null    int64  \n",
      " 4   Temperature   143 non-null    float64\n",
      " 5   Fuel_Price    143 non-null    float64\n",
      " 6   CPI           143 non-null    float64\n",
      " 7   Unemployment  143 non-null    float64\n",
      "dtypes: float64(5), int64(2), object(1)\n",
      "memory usage: 9.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.096397Z",
     "end_time": "2023-08-13T16:55:46.222398Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "outputs": [
    {
     "data": {
      "text/plain": "(143, 8)"
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.110397Z",
     "end_time": "2023-08-13T16:55:46.222398Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "outputs": [
    {
     "data": {
      "text/plain": "Store             int64\nDate             object\nWeekly_Sales    float64\nHoliday_Flag      int64\nTemperature     float64\nFuel_Price      float64\nCPI             float64\nUnemployment    float64\ndtype: object"
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.128397Z",
     "end_time": "2023-08-13T16:55:46.222398Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "outputs": [
    {
     "data": {
      "text/plain": "Index(['Store', 'Date', 'Weekly_Sales', 'Holiday_Flag', 'Temperature',\n       'Fuel_Price', 'CPI', 'Unemployment'],\n      dtype='object')"
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.150403Z",
     "end_time": "2023-08-13T16:55:46.223397Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "outputs": [
    {
     "data": {
      "text/plain": "<bound method NDFrame.describe of      Store        Date  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\n0       38  05-02-2010     358496.14             0        49.47       2.962   \n1       38  12-02-2010     342214.90             1        47.87       2.946   \n2       38  19-02-2010     327237.92             0        54.83       2.915   \n3       38  26-02-2010     334222.73             0        50.23       2.825   \n4       38  05-03-2010     372239.89             0        53.77       2.987   \n..     ...         ...           ...           ...          ...         ...   \n138     38  28-09-2012     398468.08             0        81.22       3.966   \n139     38  05-10-2012     458479.01             0        81.61       3.966   \n140     38  12-10-2012     437320.66             0        71.74       4.468   \n141     38  19-10-2012     428806.46             0        68.66       4.449   \n142     38  26-10-2012     417290.38             0        65.95       4.301   \n\n            CPI  Unemployment  \n0    126.442065        13.975  \n1    126.496258        13.975  \n2    126.526286        13.975  \n3    126.552286        13.975  \n4    126.578286        13.975  \n..          ...           ...  \n138  131.043000        10.926  \n139  131.075667        10.199  \n140  131.108333        10.199  \n141  131.149968        10.199  \n142  131.193097        10.199  \n\n[143 rows x 8 columns]>"
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.159398Z",
     "end_time": "2023-08-13T16:55:46.223397Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "outputs": [
    {
     "data": {
      "text/plain": "Store           False\nDate            False\nWeekly_Sales    False\nHoliday_Flag    False\nTemperature     False\nFuel_Price      False\nCPI             False\nUnemployment    False\ndtype: bool"
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().any()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.175397Z",
     "end_time": "2023-08-13T16:55:46.223397Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "outputs": [
    {
     "data": {
      "text/plain": "Store           0\nDate            0\nWeekly_Sales    0\nHoliday_Flag    0\nTemperature     0\nFuel_Price      0\nCPI             0\nUnemployment    0\ndtype: int64"
     },
     "execution_count": 231,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.188398Z",
     "end_time": "2023-08-13T16:55:46.223397Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataplot=sns.heatmap(data.corr())\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.213397Z",
     "end_time": "2023-08-13T16:55:46.386399Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "outputs": [
    {
     "data": {
      "text/plain": "              Store  Weekly_Sales  Holiday_Flag  Temperature  Fuel_Price  \\\nStore           NaN           NaN           NaN          NaN         NaN   \nWeekly_Sales    NaN      1.000000     -0.027163     0.032993    0.697184   \nHoliday_Flag    NaN     -0.027163      1.000000    -0.165210   -0.096705   \nTemperature     NaN      0.032993     -0.165210     1.000000    0.152211   \nFuel_Price      NaN      0.697184     -0.096705     0.152211    1.000000   \nCPI             NaN      0.812837     -0.029264     0.078240    0.910633   \nUnemployment    NaN     -0.785290      0.046309    -0.195665   -0.721286   \n\n                   CPI  Unemployment  \nStore              NaN           NaN  \nWeekly_Sales  0.812837     -0.785290  \nHoliday_Flag -0.029264      0.046309  \nTemperature   0.078240     -0.195665  \nFuel_Price    0.910633     -0.721286  \nCPI           1.000000     -0.872835  \nUnemployment -0.872835      1.000000  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Store</th>\n      <th>Weekly_Sales</th>\n      <th>Holiday_Flag</th>\n      <th>Temperature</th>\n      <th>Fuel_Price</th>\n      <th>CPI</th>\n      <th>Unemployment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Store</th>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>Weekly_Sales</th>\n      <td>NaN</td>\n      <td>1.000000</td>\n      <td>-0.027163</td>\n      <td>0.032993</td>\n      <td>0.697184</td>\n      <td>0.812837</td>\n      <td>-0.785290</td>\n    </tr>\n    <tr>\n      <th>Holiday_Flag</th>\n      <td>NaN</td>\n      <td>-0.027163</td>\n      <td>1.000000</td>\n      <td>-0.165210</td>\n      <td>-0.096705</td>\n      <td>-0.029264</td>\n      <td>0.046309</td>\n    </tr>\n    <tr>\n      <th>Temperature</th>\n      <td>NaN</td>\n      <td>0.032993</td>\n      <td>-0.165210</td>\n      <td>1.000000</td>\n      <td>0.152211</td>\n      <td>0.078240</td>\n      <td>-0.195665</td>\n    </tr>\n    <tr>\n      <th>Fuel_Price</th>\n      <td>NaN</td>\n      <td>0.697184</td>\n      <td>-0.096705</td>\n      <td>0.152211</td>\n      <td>1.000000</td>\n      <td>0.910633</td>\n      <td>-0.721286</td>\n    </tr>\n    <tr>\n      <th>CPI</th>\n      <td>NaN</td>\n      <td>0.812837</td>\n      <td>-0.029264</td>\n      <td>0.078240</td>\n      <td>0.910633</td>\n      <td>1.000000</td>\n      <td>-0.872835</td>\n    </tr>\n    <tr>\n      <th>Unemployment</th>\n      <td>NaN</td>\n      <td>-0.785290</td>\n      <td>0.046309</td>\n      <td>-0.195665</td>\n      <td>-0.721286</td>\n      <td>-0.872835</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.corr()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.348400Z",
     "end_time": "2023-08-13T16:55:46.387398Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Distribution of Weekly Sales')"
     },
     "execution_count": 234,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAIjCAYAAACKx9GpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAACNAklEQVR4nOzdd3xV9eH/8fe59yY3+2bvRVhhhSWyEQUHbkWtA1ddbdFWbW1/Vq3j29ZqW0etu44qYh2tewuIspQ9EzaEkD1v5k1y7/n9EUhNAQUMOTfJ6/l43Ifk3pN734kJ5J3PMkzTNAUAAAAAALqUzeoAAAAAAAD0RhRyAAAAAAAsQCEHAAAAAMACFHIAAAAAACxAIQcAAAAAwAIUcgAAAAAALEAhBwAAAADAAhRyAAAAAAAsQCEHAAAAAMACFHIAgOXuueceGYbRJa81depUTZ06tf3tL774QoZh6M033+yS17/qqquUmZnZJa91tOrq6nTttdcqMTFRhmHo5ptvtjrSYTMMQzfeeON3XrNr1y4ZhqEXX3yxa0Idhf/9OgUA9EwUcgBAp3rxxRdlGEb7LSgoSMnJyTr11FP1t7/9TbW1tZ3yOoWFhbrnnnu0Zs2aTnm+zuTP2Q7HH//4R7344ov66U9/qpdfflmXX375Qa8bPHiwhg8ffsD9b731lgzD0AknnHDAY88//7wMw9Cnn37a6bmttH79el1wwQXKyMhQUFCQUlJSdPLJJ+uxxx6zOhoAwI85rA4AAOiZ7rvvPvXp00ctLS0qLi7WF198oZtvvlkPPfSQ3n33XeXk5LRfe+edd+r//b//d0TPX1hYqHvvvVeZmZkaMWLEYb9fVxTB78r27LPPyufzHfMMP8T8+fM1btw43X333d953aRJk/Tcc8+ppqZGLper/f7FixfL4XBo+fLlamlpUUBAQIfH7Ha7xo8ff8zyd7UlS5boxBNPVHp6uq677jolJiZqz549WrZsmR599FHddNNNVkcEAPgpCjkA4JiYMWOGjjvuuPa3b7/9ds2fP19nnnmmzj77bOXm5io4OFiS5HA45HAc23+SGhoaFBISosDAwGP6Ot/n2+XUX5WWlmrw4MHfe92kSZP07LPPasmSJZoxY0b7/YsXL9ZFF12kuXPnauXKlRo3blz7Y4sWLVJOTo7Cw8OPSXYr/OEPf5DL5dLy5csVGRnZ4bHS0lJrQgEAugWmrAMAusxJJ52ku+66S7t379acOXPa7z/YGvLPPvtMkyZNUmRkpMLCwjRw4ED99re/ldS27nvMmDGSpKuvvrp9evz+NcFTp07V0KFDtXLlSk2ZMkUhISHt73uotbler1e//e1vlZiYqNDQUJ199tnas2dPh2syMzN11VVXHfC+337O78t2sDXk9fX1+uUvf6m0tDQ5nU4NHDhQf/nLX2SaZofr9q+PfvvttzV06FA5nU4NGTJEH3/88cE/4f+jtLRU11xzjRISEhQUFKThw4frn//8Z/vj+9fT79y5Ux988EF79l27dh30+SZNmiSprYDv19TUpFWrVun8889XVlZWh8fKysq0ZcuW9veTpL179+rHP/6xEhIS2j+e559//oDX8ng8uvvuu9WvXz85nU6lpaXp17/+tTwez/d+3L///e9ls9kOOX38hRdekGEYWr169QGP/fGPf5TdbtfevXsP+fzbt2/XkCFDDijjkhQfH3/Aa5100kmKj4+X0+nU4MGD9eSTT37vxyAd/ufgu753AAD+hRFyAECXuvzyy/Xb3/5Wn376qa677rqDXrNx40adeeaZysnJ0X333Sen06lt27a1l7tBgwbpvvvu0+9+9ztdf/31mjx5siRpwoQJ7c9RUVGhGTNm6OKLL9asWbOUkJDwnbn+8Ic/yDAM/eY3v1FpaakeeeQRTZ8+XWvWrGkfyT8ch5Pt20zT1Nlnn60FCxbommuu0YgRI/TJJ5/otttu0969e/Xwww93uH7RokX6z3/+o5/97GcKDw/X3/72N82cOVP5+fmKiYk5ZK7GxkZNnTpV27Zt04033qg+ffrojTfe0FVXXaXq6mr94he/0KBBg/Tyyy/rlltuUWpqqn75y19KkuLi4g76nFlZWUpOTtaiRYva71u+fLmam5s1YcIETZgwQYsXL25/niVLlkj6b5EvKSnRuHHj2n/REBcXp48++kjXXHON3G53+2ZyPp9PZ599thYtWqTrr79egwYN0vr16/Xwww9ry5Ytevvttw/5cd9555364x//qKeffvqQX28XXHCBZs+erVdeeUUjR47s8Ngrr7yiqVOnKiUl5ZCvkZGRoaVLl2rDhg0aOnToIa+TpCeffFJDhgzR2WefLYfDoffee08/+9nP5PP5NHv27EO+3+F+Dr7vewcA4GdMAAA60QsvvGBKMpcvX37Ia1wulzly5Mj2t++++27z2/8kPfzww6Yks6ys7JDPsXz5clOS+cILLxzw2AknnGBKMp966qmDPnbCCSe0v71gwQJTkpmSkmK63e72+19//XVTkvnoo4+235eRkWFeeeWV3/uc35XtyiuvNDMyMtrffvvtt01J5u9///sO111wwQWmYRjmtm3b2u+TZAYGBna4b+3ataYk87HHHjvgtb7tkUceMSWZc+bMab+vubnZHD9+vBkWFtbhY8/IyDDPOOOM73y+/S688EIzODjYbG5uNk3TNO+//36zT58+pmma5hNPPGHGx8e3X/urX/3KlGTu3bvXNE3TvOaaa8ykpCSzvLy8w3NefPHFpsvlMhsaGkzTNM2XX37ZtNls5ldffdXhuqeeesqUZC5evLj9Pknm7NmzTdM0zV/+8pemzWYzX3zxxQ7vt3PnzgP+/1xyySVmcnKy6fV62+9btWrVIf8/ftunn35q2u120263m+PHjzd//etfm5988kn75+Tb9n9M33bqqaeaWVlZHe7736+pw/0cHM73DgDAfzBlHQDQ5cLCwr5zt/X9U3/feeedo94Azel06uqrrz7s66+44ooO65ovuOACJSUl6cMPPzyq1z9cH374oex2u37+8593uP+Xv/ylTNPURx991OH+6dOnq2/fvu1v5+TkKCIiQjt27Pje10lMTNQll1zSfl9AQIB+/vOfq66uTgsXLjyq/JMmTVJjY6NWrlwpqW36+v7ZABMnTlRpaam2bt3a/lifPn2UnJws0zT173//W2eddZZM01R5eXn77dRTT1VNTY1WrVolSXrjjTc0aNAgZWdnd7jupJNOkiQtWLCgQybTNHXjjTfq0Ucf1Zw5c3TllVd+78dxxRVXqLCwsMNzvfLKKwoODtbMmTO/831PPvlkLV26VGeffbbWrl2rBx98UKeeeqpSUlL07rvvdrj227MtampqVF5erhNOOEE7duxQTU3NIV/jcD8HnfG9AwDoOhRyAECXq6ur+85NvX70ox9p4sSJuvbaa5WQkKCLL75Yr7/++hEVjJSUlCPawK1///4d3jYMQ/369Tvk+unOsnv3biUnJx/w+Rg0aFD749+Wnp5+wHNERUWpqqrqe1+nf//+stk6/tN/qNc5XN9eR26appYsWaKJEydKkoYOHaqIiAgtXrxYTU1NWrlyZfv1ZWVlqq6u1jPPPKO4uLgOt/2/SNm/IdrWrVu1cePGA64bMGBAh+v2e+mll/T444/rscce6/ALiO9y8sknKykpSa+88oqktinir776qs4555zD2oBuzJgx+s9//qOqqip98803uv3221VbW6sLLrhAmzZtar9u8eLFmj59ukJDQxUZGam4uLj29d3fVcgP93PQGd87AICuwxpyAECXKigoUE1Njfr163fIa4KDg/Xll19qwYIF+uCDD/Txxx/rtdde00knnaRPP/1Udrv9e1/nSNZ9H67/3XhuP6/Xe1iZOsOhXsf8nw3gusrw4cMVHh6uRYsW6fTTT1dlZWX7CLnNZtPYsWO1aNEi9e3bV83Nze2FfH9BnDVr1iFHsPcfjefz+TRs2DA99NBDB70uLS2tw9sTJ07UmjVr9Pe//10XXXSRoqOjv/fjsNvtuvTSS/Xss8/qiSee0OLFi1VYWKhZs2Yd3idin8DAQI0ZM0ZjxozRgAEDdPXVV+uNN97Q3Xffre3bt2vatGnKzs7WQw89pLS0NAUGBurDDz/Uww8//J2l+XA/B53xvQMA6DoUcgBAl3r55ZclSaeeeup3Xmez2TRt2jRNmzZNDz30kP74xz/qjjvu0IIFCzR9+vRDluOjtX9a9X6maWrbtm0dzkuPiopSdXX1Ae+7e/duZWVltb99JNkyMjL0+eefq7a2tsNIbF5eXvvjnSEjI0Pr1q2Tz+frMEr+Q1/Hbrdr3LhxWrx4sRYtWqSIiAgNGzas/fEJEybotddea/8FzP5CHhcXp/DwcHm9Xk2fPv07X6Nv375au3atpk2bdlif2379+unBBx/U1KlTddppp2nevHmHNcp9xRVX6K9//avee+89ffTRR4qLi/ver9Pvsv/Yv6KiIknSe++9J4/Ho3fffbfDTIf/nXJ/MEfyOfi+7x0AgP9gyjoAoMvMnz9f//d//6c+ffrosssuO+R1lZWVB9w3YsQISWo/4ik0NFSSDlqQj8ZLL73UYV37m2++qaKiog7na/ft21fLli1Tc3Nz+33vv//+AcejHUm2008/XV6vV3//+9873P/www/LMIwOr/9DnH766SouLtZrr73Wfl9ra6see+wxhYWF6YQTTjjq5540aZLKysr0wgsvaOzYsR0K/4QJE7R582a98847iomJaZ8ib7fbNXPmTP373//Whg0bDnjOsrKy9j9fdNFF2rt3r5599tkDrmtsbFR9ff0B9+fk5OjDDz9Ubm6uzjrrLDU2Nn7vx5GTk6OcnBz94x//0L///W9dfPHFcji+f+xiwYIFB52hsH//gYEDB0r67+yGb19bU1OjF1544Xtf43A/B4fzvQMA8B+MkAMAjomPPvpIeXl5am1tVUlJiebPn6/PPvtMGRkZevfddxUUFHTI973vvvv05Zdf6owzzlBGRoZKS0v1xBNPKDU1tX2EtW/fvoqMjNRTTz2l8PBwhYaGauzYserTp89R5Y2OjtakSZN09dVXq6SkRI888oj69evX4aisa6+9Vm+++aZOO+00XXTRRdq+fbvmzJnTYZO1I8121lln6cQTT9Qdd9yhXbt2afjw4fr000/1zjvv6Oabbz7guY/W9ddfr6efflpXXXWVVq5cqczMTL355ptavHixHnnkkcMaQT6U/f9Pli5dqnvuuafDY/uPNVu2bJnOOuusDqO7f/rTn7RgwQKNHTtW1113nQYPHqzKykqtWrVKn3/+eXu5vPzyy/X666/rJz/5iRYsWKCJEyfK6/UqLy9Pr7/+uj755JP20ej/fe133nlHp59+ui644AK9/fbbCggI+M6P5YorrtCvfvUrSTrs6eo33XSTGhoadN555yk7O1vNzc1asmSJXnvtNWVmZraviT/llFMUGBios846SzfccIPq6ur07LPPKj4+vn0U/VAO93NwON87AAA/Ytn+7gCAHmn/sWf7b4GBgWZiYqJ58sknm48++miH47X2+99jz+bNm2eec845ZnJyshkYGGgmJyebl1xyiblly5YO7/fOO++YgwcPNh0OR4fjqU444QRzyJAhB813qGPPXn31VfP222834+PjzeDgYPOMM84wd+/efcD7//WvfzVTUlJMp9NpTpw40VyxYsUBz/ld2f732DPTNM3a2lrzlltuMZOTk82AgACzf//+5p///GfT5/N1uE7fOtLr2w51HNv/KikpMa+++mozNjbWDAwMNIcNG3bQI72O5Ngz0zTN+vr69o/z008/PeDxnJwcU5L5wAMPHDTT7NmzzbS0NDMgIMBMTEw0p02bZj7zzDMdrmtubjYfeOABc8iQIabT6TSjoqLM0aNHm/fee69ZU1PTft3BPkfvvPOO6XA4zB/96Eem1+s96LFn+xUVFZl2u90cMGDAYX/8H330kfnjH//YzM7ONsPCwszAwECzX79+5k033WSWlJR0uPbdd981c3JyzKCgIDMzM9N84IEHzOeff96UZO7cubP9uoN9TR3O5+Bwv3cAAP7BME2LdoEBAADwM+Xl5UpKStLvfvc73XXXXVbHAQD0cKwhBwAA2OfFF1+U1+vV5ZdfbnUUAEAvwBpyAADQ682fP1+bNm3SH/7wB5177rnKzMy0OhIAoBdgyjoAAOj1pk6dqiVLlmjixImaM2eOUlJSrI4EAOgFKOQAAAAAAFiANeQAAAAAAFiAQg4AAAAAgAV6/KZuPp9PhYWFCg8Pl2EYVscBAAAAAPRwpmmqtrZWycnJstkOPQ7e4wt5YWGh0tLSrI4BAAAAAOhl9uzZo9TU1EM+3uMLeXh4uKS2T0RERITFaQAAAAAAPZ3b7VZaWlp7Hz2UHl/I909Tj4iIoJADAAAAALrM9y2bZlM3AAAAAAAsQCEHAAAAAMACFHIAAAAAACxAIQcAAAAAwAIUcgAAAAAALEAhBwAAAADAAhRyAAAAAAAsQCEHAAAAAMACFHIAAAAAACxAIQcAAAAAwAIUcgAAAAAALEAhBwAAAADAAhRyAAAAAAAsQCEHAAAAAMACFHIAAAAAACxAIQcAAAAAwAIUcgAAAAAALEAhBwAAAADAAg6rAwBWy8/PV3l5udUxep3Y2Filp6dbHQMAAACwDIUcvVp+fr6yBw1SY0OD1VF6neCQEOXl5lLKAQAA0GtRyNGrlZeXq7GhQZf95s9KSO9rdZxeoyR/u1554DaVl5dTyAEAANBrUcgBSQnpfZXaf4jVMQAAAAD0ImzqBgAAAACABSjkAAAAAABYgEIOAAAAAIAFKOQAAAAAAFiAQg4AAAAAgAUo5AAAAAAAWIBCDgAAAACABSwt5E8++aRycnIUERGhiIgIjR8/Xh999FH7401NTZo9e7ZiYmIUFhammTNnqqSkxMLEAAAAAAB0DksLeWpqqv70pz9p5cqVWrFihU466SSdc8452rhxoyTplltu0Xvvvac33nhDCxcuVGFhoc4//3wrIwMAAAAA0CkcVr74WWed1eHtP/zhD3ryySe1bNkypaam6rnnntPcuXN10kknSZJeeOEFDRo0SMuWLdO4ceOsiAwAAAAAQKewtJB/m9fr1RtvvKH6+nqNHz9eK1euVEtLi6ZPn95+TXZ2ttLT07V06dJDFnKPxyOPx9P+ttvtPubZARyd3NxcqyP0OrGxsUpPT7c6BgAAAOQHhXz9+vUaP368mpqaFBYWprfeekuDBw/WmjVrFBgYqMjIyA7XJyQkqLi4+JDPd//99+vee+89xqkB/BDuyjJJ0qxZsyxO0vsEh4QoLzeXUg4AAOAHLC/kAwcO1Jo1a1RTU6M333xTV155pRYuXHjUz3f77bfr1ltvbX/b7XYrLS2tM6IC6CSNdW0zV8644Q4NzBltcZreoyR/u1554DaVl5dTyAEAAPyA5YU8MDBQ/fr1kySNHj1ay5cv16OPPqof/ehHam5uVnV1dYdR8pKSEiUmJh7y+ZxOp5xO57GODaATxCRnKLX/EKtjAAAAAJbwu3PIfT6fPB6PRo8erYCAAM2bN6/9sc2bNys/P1/jx4+3MCEAAAAAAD+cpSPkt99+u2bMmKH09HTV1tZq7ty5+uKLL/TJJ5/I5XLpmmuu0a233qro6GhFRETopptu0vjx49lhHQAAAADQ7VlayEtLS3XFFVeoqKhILpdLOTk5+uSTT3TyySdLkh5++GHZbDbNnDlTHo9Hp556qp544gkrIwMAAAAA0CksLeTPPffcdz4eFBSkxx9/XI8//ngXJQIAAAAAoGv43RpyAAAAAAB6Awo5AAAAAAAWoJADAAAAAGABCjkAAAAAABagkAMAAAAAYAEKOQAAAAAAFqCQAwAAAABgAQo5AAAAAAAWoJADAAAAAGABCjkAAAAAABagkAMAAAAAYAEKOQAAAAAAFqCQAwAAAABgAQo5AAAAAAAWoJADAAAAAGABCjkAAAAAABagkAMAAAAAYAEKOQAAAAAAFqCQAwAAAABgAQo5AAAAAAAWoJADAAAAAGABCjkAAAAAABagkAMAAAAAYAEKOQAAAAAAFqCQAwAAAABgAQo5AAAAAAAWoJADAAAAAGABCjkAAAAAABagkAMAAAAAYAEKOQAAAAAAFnBYHQAADsY0TTU0e1XnaVWdp1WtXlOSZBhtjzvshsKdAQoLcijIYZOx/wEAAACgm6CQA7Ccz2eqvN6jouomFdY0qsTtUW1Ti3zm4b2/w2YoIihA8RFOJUYEKdEVpNgwp+w2SjoAAAD8F4UcgDXsDpW3BunD9UXaVVGvFu/B23eo064wp0MB9n0rbPZd1uz1qbapVY0tXrX6TFU2NKuyoVl5xbVtT28zlBYVrL5xYcqKC1VIIH/dAQAAwL/wEyqALlVY3aitSlLajXO0sTlMKq2TJAXabUpyBSkpMkhJrmBFhQQoJNDxvaPcrV6f6jytqm5oUbG7qe1W0yRPq0+7Khq0q6JB8/OkpMggDUgIV3ZiuJwOe1d8qAAAAMB3opADOOZM09TuygYt31WpwuomSZGyBUmBhldD02LUPyFc8eFO2Y5iHbjDblNkSKAiQwKVGRva/noV9c3aUVav7WV1Kq31qLC6SYXVTVq8rVwDE8I1LMWl+IigTv5IgYPLz89XeXm51TF6ndjYWKWnp1sdAwCAQ6KQAzhmTNPU9rJ6Ld9VqdJajyTJbhiKMau0bu6fdNE1P9fI/tmd/rqGYSg2zKnYMKeO7xMtd1OLtpfWacNetyobmrWh0K0NhW4lRgRpTJ8o9YkJZVM4HDP5+fnKHjRIjQ0NVkfpdYJDQpSXm0spBwD4LQo5gGOisr5ZCzaXqqCqUVLbxmvDUlwalR6lzYs3afmeDeqqDhwRFKCR6VEakRapwuomrdtbrW2ldSp2N+m9tUWKD3dqbJ9o9YmlmKPzlZeXq7GhQZf95s9KSO9rdZxeoyR/u1554DaVl5dTyAEAfotCDqBTtXh9+npnpVbnV8lntm2uNio9UiPTohQcaO3abcMwlBIVrJSoYNV7WrU6v1prC6pVWuvRe+uKFBfu1KR+sUqPDrE0J3qmhPS+Su0/xOoYAADAj1DIAXSa/MoGfbapRHWeVklSn9hQnTAgTq7gAIuTHSjU6dCk/rEalRGpVfnVWldQrbJaj95avVdZsaGa3D9WkSGBVscEAABAD0YhB/CD+Xymlu2s0PJdVZKkiCCHThgQp6y4MIuTfb+QQIcm9YvV6PQofb2zQuv21mhHeb12VzRoRHqkjs+MVqDDZnVMAAAA9EAUcgA/iLupRR9vKFZRTZMkaWhyhKYMiPvvueHdRHCgXVMHxmtYiktfbi1XfmWDVu6u0ubiWk3Ljm/fwR0AAADoLBRyAEdtZ3m9PtlYLE+rT4F2m6YNiteAhHCrY/0gMWFOnTsiWTsr6rVwc5ncTa16Z22hshPDNWVAnIIDOMMcAAAAnYNCDuCorN1TrYVbymRKSohwasbQJL9cK340DMNQVmyY0qJCtHR7hVbvqVZeca12VzTopOx49Yv3/6n4AAAA8H8UcgBHxDRNfbWtXKvzqyVJQ5IjdOLAeNltPe+4sAC7TVMGxKl/Qpg+zy1VZX2zPlhfpCHJEZrSP4615QAAAPhB+GkSwGFr8fr0wfqi9jI+oW+MpmX3zDL+bUmuYF1yfJrGZEZJkjYWuvXqN/kqcTdZnAwAAADdGYUcwGHxtHr11uq92l5WL7th6LQhiRqTGS3D6NllfD+HzaYJfWM1c1SKwpwOVTe26PUVe7Ryd5VM07Q6HgAAALohCjmA7+Vp9ert1YUqqmmS02HTeSNTNDCxe2/edrRSo0J02dh09YsPk8+UFm0r1/vriuRp8VodDQAAAN0MhRzAd9pfxovdTQpy2HT+qBSlRAVbHctSQQF2nT40sX26/o7yer26fI/Kaj1WRwMAAEA3QiEHcEgHlvFUxYcHWR3LLxiGoaEpLl04OlXhQQ7V7JvCnlvktjoaAAAAugkKOYCDam71HVDG48KdVsfyOwkRQbrk+HRlxISo1Wfq000lWrilTD4f68oBAADw3SjkAA7g9Zn6cEMRZfwwBQfYdfbwZB3fJ1qStGZPtd5dWyhPK+vKAQAAcGgUcgAdmKap+Xml2l3RIIfN0DkjUijjh8FmGBqfFaPThybKYTO0u7JBry3fo6qGZqujAQAAwE9RyAF08PXOSm0qcsuQNGNYohJdrBk/Ev0TwnXhcakKczpU1dCi15bv0Z7KBqtjAQAAwA9RyAG027C3Rl/vrJQknZgdr6zYMIsTdU/x4UG6eEyaEiOC5Gn16e01e5VXzGZvAAAA6IhCDkCStLuiXvM3l0qSjs+M1rAUl8WJurdQp0MzR6Wo/77zyj/ZWKJvdlXKNNnsDQAAAG0o5ABU09iijzYUyzSlQYnhGpcVbXWkHsFht2nG0ESNSo+UJC3dXqH5eaXswA4AAABJFHKg12vx+vT+ukJ5Wn1KiHDqpEHxMgzD6lg9hmEYmtw/TlMHxMmQtKHQrffWFarF67M6GgAAACxGIQd6MdM0NS+3VOV1zQoOsOuMYUly2Phr4VgYnhapM3KS5LAZ2lXRoLfX7OVYNAAAgF6On7yBXmzNnmptLqmVYUinD0tUeFCA1ZF6tL5xYTp3ZIoCHTYVVjfp3yv3qqG51epYAAAAsAiFHOilCqoa9NW2cknS5H6xSo0KsThR75ASGawLRqUqOMCusjqP3lhZIHdTi9WxAAAAYAFLC/n999+vMWPGKDw8XPHx8Tr33HO1efPmDtdMnTpVhmF0uP3kJz+xKDHQMzQ2e/Xxvk3cBiaGa0RapNWRepW4cKcuPC5V4UEOVTe06I0VBaqsb7Y6FgAAALqYpYV84cKFmj17tpYtW6bPPvtMLS0tOuWUU1RfX9/huuuuu05FRUXttwcffNCixED3Z5qmPs8tUX2zV1EhAZqWzSZuVogKCdSFo1MVHRKoOk+r3lxZoBJ3k9WxAAAA0IUcVr74xx9/3OHtF198UfHx8Vq5cqWmTJnSfn9ISIgSExO7Oh7QI63fW6Md5fWyG4ZmDE1SgJ2VK1YJDwrQBaNT9faavSqt9eg/q/bqrOFJLB8AAADoJfzqJ/GamhpJUnR0xzOQX3nlFcXGxmro0KG6/fbb1dDQcMjn8Hg8crvdHW4A2pTXefTl1rZ14xP7xSgu3GlxIgQH2nX+qBSlRgar2evT22sKtaOszupYAAAA6AJ+U8h9Pp9uvvlmTZw4UUOHDm2//9JLL9WcOXO0YMEC3X777Xr55Zc1a9asQz7P/fffL5fL1X5LS0vriviA32v1+vTxhmJ5faYyYkJYN+5HnA67zhmRrKzYUHl9pt5fX6TNxbVWxwIAAMAxZumU9W+bPXu2NmzYoEWLFnW4//rrr2//87Bhw5SUlKRp06Zp+/bt6tu37wHPc/vtt+vWW29tf9vtdlPKAUmLtpWror7tvPGTByWwbtzPOOw2nTEsSZ/lliivuFafbCyWzzQ1KCnC6mgAAAA4RvyikN944416//339eWXXyo1NfU7rx07dqwkadu2bQct5E6nU04n03CBb9tT2aC1BW1LQk4ZnKBQp1986+N/2GyGThmcILvN0MZCtz7dVCKfaWpIssvqaAAAADgGLJ2ybpqmbrzxRr311luaP3+++vTp873vs2bNGklSUlLSMU4H9AwtXp/m5ZVKkoamRCgzNtTiRPguhmFoWna8clLaSvjnuaVav++XKQAAAOhZLB0mmz17tubOnat33nlH4eHhKi4uliS5XC4FBwdr+/btmjt3rk4//XTFxMRo3bp1uuWWWzRlyhTl5ORYGR3oNpZsq1BNY4vCnA5N6hdrdRwcBsMwNHVgnGw2Q2v2VGv+5lJ5TZN1/wAAAD2MpYX8ySeflCRNnTq1w/0vvPCCrrrqKgUGBurzzz/XI488ovr6eqWlpWnmzJm68847LUgLdD97qxu1pqBakjR9ULycDru1gXDYDMPQlP6xshuGVuZXaeGWMvlMU6PSo6yOBgAAgE5iaSE3TfM7H09LS9PChQu7KA3Qs7R4ffp8U4kkaXBShDJimKre3RiGoYn9YmSzSct3VemrreXy+kyNyYz+/ncGAACA3/ObY88AdK5lOypU3diiUKddU/ozVb27MgxDE/rGalyfthK+ZHuFvt5RYXEqAAAAdAYKOdADlbibtDq/WpI0LTtBzgCmqnd3Y7NiNKFvjCRp2c5KLdle/r2zjAAAAODfKORAD+MzTc3PK5UpaWBCuPqwq3qPMSYzWpP3bcy3fFeVlmyvoJQDAAB0YxRyoIdZX1Cj0lqPAh02TWaqeo8zKiNKJwyIkySt2F2lRdsYKQcAAOiuKORAD1LvadWSfeuLJ2TFKNRp6b6NOEZGpEVq6r5Sviq/Wl9upZQDAAB0RxRyoAf5alu5mlt9ig93aliqy+o4OIaGp0XqpIHxkqQ1e6q1cEsZpRwAAKCboZADPcSeygZtLq6VJJ2UHS+bYVicCMfasFSXpmW3lfK1BTVasJlSDgAA0J1QyIEewOsztWBzqSQpJ8WlhIggixOhqwxNcWn6oLZSvn5vTduGfpRyAACAboFCDvQAq/dUqaqhRcEB9vajsdB7DEl26ZTBCTIkbSh0ax6lHAAAoFugkAPdXL2nVct3VkmSJvWL5czxXmpQUoROGdJWyjcWuvVZbol8lHIAAAC/RiEHurllOyrU7G3byG1QUrjVcWCh7MQInTY0UYYh5RbV6rNNlHIAAAB/RiEHurGyWo82FLolSVMGxMlgI7deb0BCuGYMSZTNkPKKa/XJxmL5fJRyAAAAf0QhB7op0zT15ZYySVL/+DClRAZbnAj+on9CuGYMTZLNkLaU1OnjjcXyUsoBAAD8DoUc6KZ2lNeroLpRdpuhSf1irY4DP9MvPkynD2sr5VtL6/TxhmLRyQEAAPwLhRzohlp9Pn21tVySNCo9UhHBARYngj/qGxemM3KSZDcMbSur09flDsnmsDoWAAAA9qGQA93Q2j01qmlsUUigXcdlRFsdB34sKzZMZ+YkyW4zVNhoU9y5t6vFy1A5AACAP6CQA91MU4tXy3dVSpIm9I1RoINvY3y3zNhQnZWTJJthKqT/WD2wpEpNLV6rYwEAAPR6/CQPdDMrdlfJ0+pTTGigBiVFWB0H3URGTKgmxLXK19KkVUUe3fDySko5AACAxSjkQDdS29SiNXuqJbWNjts45gxHICHIVOmb98ppN7RwS5mu+edy1XtarY4FAADQa1HIgW7k652V8vpMJbuC1Cc21Oo46IY8+et155QohQTatXhbhWY997WqG5qtjgUAANArUciBbqKyvlmbCt2SpIn9YmUwOo6jNCTOqVeuHStXcIBW51frR08vU6m7yepYAAAAvQ6FHOgmlmwvlykpKzZUyZHBVsdBNzcyPUqv3zBe8eFObS6p1YVPL9WeygarYwEAAPQqFHKgGyiqadT2snoZals7DnSGgYnhevMnE5QWHazdFQ264Kkl2lpSa3UsAACAXoNCDvg50zS1eFuFJGlQUoRiwpwWJ0JPkh4Tojd/MkEDEsJU4vbooqeXau2+jQMBAABwbFHIAT+3p6pRe6sbZTcMjcuKtjoOeqCEiCC9dv14DU+LVFVDiy59dpmWbC+3OhYAAECPRyEH/Jhpmlq2o210fGhKhMKDAixOhJ4qKjRQr1w7VhP6xqi+2aurXliuzzaVWB0LAACgR6OQA34sv7JBRTVNstsMHZfJ6DiOrTCnQ89fNUYnD05Qc6tPP5mzUq+v2GN1LAAAgB6LQg74KdM0tXTf6HhOikthTofFidAbBAXY9eRlo3T+qBR5faZ+/eY6Pfr5VpmmaXU0AACAHodCDvipXRUNKnF75LAZGp0RZXUc9CIOu01/vXC4fja1ryTp4c+36P/9e71avD6LkwEAAPQsDLkBfujba8eHp0UqlNFxdDHDMPTr07KVFBmsu9/ZoNdW7FFJbZMev3QUX484bKZpqrnVp6ZWn5pavGr1ts20MNX2X5thyOmwyRlgV5DDJoedcQIAQO/CT1WAH9pRXq/SWo8C7IZGpzM6DutcPi5DiRFBuunVVfpic5kueGqpnrvyOCVHBlsdDX6i1etTRX2zyus8qmlsUU1ji9yNrappbFFTi1dHstjBYTMUERygyOAAuYID5AoJUGyYU/HhTgVQ1gEAPRCFHPAz3x4dH5EWqeBAu8WJ0NudPDhBr143Tte9tEK5RW6d8/hiPXvFcRqRFml1NHQx0zRVWd+svdWNKq5pUmmdR1X1zfJ9T+sOsBtyOuxy2A0Z++4zZMhrmvK0euVp9ck0pVZf2/NX1jd3eH/DkGLDnEqMCFJyZJAyokP5uxEA0CNQyAE/s6O8XuV1zQq02zSK0XH4iZHpUXp79kRd+88Vyiuu1Y+eXqq/XDhcZw1PtjoajjF3Y4t2VtSroLJRe6sb1djiPeCaoACb4sKcigwJbBvZDg5QRLBDoYEOOQNscti+e3TbNE01e31qbPa2j7JXN7aouqFFpe4m1Td7VVbrUVmtR+v31kiSEiOClBkboj4xoYoLd8owjO98DQAA/BGFHPAjpmnqm52VkqThaS4FBTACBP+RGhWiN386Qb94dbXm5ZXqpldXa1tpnX4xrb9sNspQT+EzTRVWN2pneb12VTQcMFrtsBlKdAUpOTJYCeFOxYU7FeZ0/KBCbBhtI+hOh12RIYEdHjNNU3WeVhXXNKnY3aQ9lY0qq/Oo2N329rIdlYoKCVB2UoSyE8MVERRw1DkAAOhqFHLAj+yubFBpbdvO6kwHhj8Kczr0zBXH6U8f5erZr3bq0XlbtWFvjR760Qi5gilC3ZXPNLW3qlFbS+u0vaxODc3/HQU3DCnZFaz0mBClRgYrISJI9i78BYxhGAoPClB4UID6J4RLkuqaWrWrol67Kuq1u6JBVQ0tWrq9Qku3Vyg1MljDUl0K4qQ+AEA3QCEH/MS3R8eHpboUEsi3J/yT3WbojjMGa2BihH771nrNyyvVuY8v1tOXj9aAfYUJ/s80TZXWepRXVKstpbUdSrjTYVOf2FD1iQ1VenSI383WCQtyaGiKS0NTXPK0erWttE55xbUqqGpUQXXbLdgeoIjjz1d9M8f1AQD8Fz/xA35ib3WjimqaZLcZrB1Ht3DB6FQNTAjXT+as1M7yep37+GI9eEGOzsxhXbk/q/O0KrfIrbzi2g7T0YMcNvWND1P/+DClRoV06Sj4D+F02DUk2aUhyS65m1q0sdCt9QU1amzxKurEH+u690s1q3yTfjK1r2LDnFbHBQCgAwo54Ce+2dU2Oj4kKUJhnPOMbmJYqkvv3TRJN726Sou3VejGuav19Y5K3XHGIL8bVe3NTNNUQVWj1u2t0fayOpn7pnPbbYb6xoUqOzFC6dHdp4QfSkRQgMZnxWhMRpSWrduspXl7pPg++seinZr7Tb6umpCp66dkHbBOHQAAq/BTP+AHimoataeyUTZDGp3B6Di6l+jQQP3z6uP118+26MkvtuvlZbu1fFel/n7pKPWLD7M6Xq/mafEqt7hW6wqqVdXQ0n5/kitIg5Mj1D8+TE5Hz/vFicNuU2aYT/954SY9+/5ivbfTp7UFNXrii+16eeluXTclS9dPyeKXRgAAy1HIAT+wfFeVJCk7MUIRbIyFbshht+k3p2VrXFaMbn1tjfKKa3XWY4t03zlDdMHoVI6k6mJltR6tK6hWXnGtWvcdEh5gN5SdGKGcVFevmro9KilI15w+Up/nluqvn25WXnGtHvpsi15bvkd3nTlIpw5J5OsTAGAZCjlgsbJaj3aW18uQdFwmo+Po3k4YEKePfjFZt7y+Rou3Vei2N9dpweZS/d85QxXTi0qgFVq9Pm0rrdO6vTUqqmlqvz8mNFDDUl3KTgzvkaPhh8MwDJ08OEHTsuP13rpC/emjPO2tbtRP5qzSxH4xuvusIWxICACwBIUcsNiK3W1rx/snhCmKdY3oAeIjgvTSj8fqqYXb9fBnW/Th+mJ9vaNSfzhvmE4bmmh1vB6nprFF6/fWaGNhjZpa2nYUtxlSv/gw5aREKjkyiBHgfWw2Q+eMSNHJgxP01Bfb9dSXO7R4W4VOf/Qr/XRqX914Ur9e+0sLAIA1KOSAhWoaW7S1pE6SdFxGtMVpgM5jtxmafWI/nTAgTr98fa02l9TqJ3NW6twRybrn7CFsqvUD+UxTuysatK6gWrsqGtrvD3M6NCzFpSHJEQplc8hDCgl06NZTBurC49J03/ub9NmmEj02f5s+2VisBy8YrhFpkVZHBAD0EvxrDVho1e4qmZIyYkIUF850XvQ8Q1NcevemiXr08616auF2vb2mUF9uLddvTx+kmaNSGLk9Qg3NrdpU6Nb6vTVyN7W2358eHaKcVJf6xITK1s13Su9KadEhevaK4/Th+iL97p0N2lJSp/OfWKzrJmfplpMHsOkbAOCYo5ADFmlobtXGIrck6Th2VkcP5nTY9evTsnXy4AT95t/rtKWkTr96Y61eX75Hvz9vKGt3v4dpmiqqadK6vTXaVlIn774zy5wOmwYnR2hYiovlLj/Q6cOSNC4rRve9t1FvrynU01/u0Beby/TYpSP5+gQAHFM2qwMAvdXaPTXy+kwlRDiVEhlsdRzgmBuZHqUPfj5Z/29GtoID7PpmV6VOf/Qr/f79Tar51pFcaONp9Wp9QY3mfpOvN1YWaHNxrbxm298ZJw9K0LWT+mhK/zjKeCeJDg3UIxeP1D+uOE6xYYHaXNJ2UsCcZbtl7j+4HQCATsYIOWCB5laf1hZUS2o7d5xpu+gtAuw2/eSEvjozJ0n3vte2dvcfi3bq9RV7dONJ/XTF+MxePU3YNE0Vu5u0Ya9bW0r+e2SZ3WZoYEK4hqW6lBgRZHHKnm364AR9lDZFv3pjrRZuKdOdb2/QV1vL9MDMHPY+AAB0Ogo5YIENhTXytPoUGRygvnFhVscBulxqVNva3S82l+pPH+Upr7hWf/wwT/9cslu3nDxA545IlsPeeyZxNbV4lVvk1sZCtyrqm9vvjwoJ0NAUlwYnRfTqX1R0tbhwp164aoyeX7xTD3ycp082lmjD3kV6+vLRGprisjoeAKAHoZADXczrM7U6v1pS2+i4jdFx9GJTB8Zrcv84/WdVgR76bIv2VjfqV2+s1aPztuj6KX114ejUHltETdPU3upGbdjr1rayOnn3jYY7bIb6x4dpSIpLyS6OLLOKzWbo2slZGpcVo9lzV2l3RYNmPrlEfzxvmGaOTrU6HgCgh6CQA11sc0mt6jytCgm0KzuRzYIAu83Qhcel6azhyXpxyS49++UO7als1F1vb9Df5m3VNZP66EfHpSkqtPtPFzZNU+V1zdpcUqstJbWq/dZO6XFhTg1JiVB2QricPfSXEN3R0BSX3r1xkm55bY3m55Xql2+s1dqCat15xmAFOnrPLA4AwLFBIQe6kGmaWrW7SpI0Ii2yV03JBb5PUIBdPzmhr64cn6nXV+zRM1/u0N7qRv3pozw99NkWnT40UZeOzdCYzO6174JpmgqIzVBujU1ffJ3fYUp6oN2mAYlhGprsUny4s1t9XL2JKzhA/7jiOP1t/lY98vlWvbR0t3KL3Hpq1mjFhHFkJQDg6FHIgS6UX9mgivpmBdgNDWMdInBQwYF2XTkhU5eOTdc7awr1wuKd2ljo1ttrCvX2mkL1iw/TuSOSNWNYkt/uwdDi9WnV7ip9nlui91aXKfmax7WpRpKaZTcMZcaGaGBiuPrEhPKLuW7CZjN08/QBGpbi0s2vrdHyXVU694nFeuGqMeoXz2wnAMDRoZADXWj/2vEhSa4euy4W6CwBdpsuGJ2qmaNStK6gRnO/zte7awu1rbROf/l0i/7y6RYNTAjXaUMTNW1QvIYku2S3WTPC7POZ2l5Wp8XbyvXV1nIt21Gh+mZv++Nma7OSwx0akpmofnFhTEnvxqYNStBbP5uoH7+4XPmVDTrviSV6atZoTewXa3U0AEA3RCEHukh5nUe7KxtkSBqRHml1HKDbMAxDw9MiNTwtUnecOUgfrivSRxuKtXhbuTaX1GpzSa0enbdV4UEOje0TrXFZMTouM1oDEsIUEtj5/8yZpqmyWo/yimu1Or9aq/KrtGZPtWoaO56lHh0aqMn9Y9U/uEE/v3C6LnhkrlKTmRnTE/SLD9Pbsyfq+pdWaMXuKl35/Df6v3OH6pLj062OBgDoZijkQBfZPzreNy5MruAAa8MA3VREUIAuPj5dFx+frpqGFn2eW6KPNhTr6x0Vqm1q1ee5pfo8t1SSZBhSRnTb1PABCeFKdAUpITxIia4gxYc7FRxol9NhV4DdaF+73er1qbHFq8YWr6obWlTiblJxTZNKaz0qqGrQ1pI6bS2tO6B8S1JQgE2j0qM0uX+cJveP1eCkCNlshlatWiWzpalLP0849qJDAzXn2rH6zb/X6Z01hbr9P+tVVN2oW04ewF4AAIDDRiEHukC9p1Wbi2slSaMyIq0NA/QQrpAAzRydqpmjU+X1mdpYWKNlOyq0dHuF1u+tUXlds3ZVNGhXRYM+2VhyyOcxDMnpsMnrM9XiNQ/rtW2GlBETqpxUl0alR2lkeqQGJUUogPXgvUpQgF2P/GiEMmJC9bd5W/W3+dtUVtes35871LLlEwCA7oVCDnSBdQU18pqmklxBSnIFWx0H6HHsNkM5qZHKSY3U9VP6SpLKaj3aXFyrvGK3dpTXq9TdpBK3R8XuJpXXeWTu696mKTW1+A54zoggR9uoekTbLdkVpL7xYRqQEK4+saHsAwFJbUsqbj15gOLDnbrrnQ169Zt8VdU365GLR/A1AgD4XhRy4Bhr8fq0bm+1JGlkWqSlWYDeJC7cqbhwpyb1P3CzLZ/PVLPXJ0+rT55WrzwtPjnshoID7AoKsMvpsDHtGEdk1rgMRYcG6uZ/rdHHG4t11Qvf6JkrjlNEEEuUAACHxtw64BjLLXKrqcWniCCH+sb75xFNQG9jsxkKCrDLFRyg+PAgpUWHKMkVrMiQQAUF2CnjOCqnD0vSiz8eozCnQ8t2VGrWP75WdUPz978jAKDXopADx5Bpmlqzp1qSNCItUjZ+yAeAHm1C31j96/pxig4N1LqCGl38zDKV13msjgUA8FOWFvL7779fY8aMUXh4uOLj43Xuuedq8+bNHa5pamrS7NmzFRMTo7CwMM2cOVMlJYfenAfwJ7srGlTV0KJAu01DOO4IAHqFoSku/ev6cYoLdyqvuFYXP7NMJW522gcAHMjSQr5w4ULNnj1by5Yt02effaaWlhadcsopqq+vb7/mlltu0Xvvvac33nhDCxcuVGFhoc4//3wLUwOHb/W+0fEhyREKdDAhBQB6iwEJ4Xrt+nFKcgVpW2mdLnp6qQqqGqyOBQDwM5Zu6vbxxx93ePvFF19UfHy8Vq5cqSlTpqimpkbPPfec5s6dq5NOOkmS9MILL2jQoEFatmyZxo0bZ0Vs4LBU1jcrv7Lth6/hbOYGAL1OVlyYXr9hvC79xzLtrmjQxc8s02s3jFdKJKdtAADa+NWQXU1NjSQpOjpakrRy5Uq1tLRo+vTp7ddkZ2crPT1dS5cuPehzeDweud3uDjfACvvXjmfFhsoVzC67ANAbpUWH6PUbxiszJkQFVY265JllKqpptDoWAMBP+E0h9/l8uvnmmzVx4kQNHTpUklRcXKzAwEBFRkZ2uDYhIUHFxcUHfZ77779fLper/ZaWlnasowMHaGrxKreo7ZdBIxgdB4BeLckVrFevH6f06BDlVzboEtaUAwD28ZtCPnv2bG3YsEH/+te/ftDz3H777aqpqWm/7dmzp5MSAodvY6FbrT5TsWGBSo1iaiIA9Hb7S3lqVLB2VbSV8lJKOQD0en5RyG+88Ua9//77WrBggVJTU9vvT0xMVHNzs6qrqztcX1JSosTExIM+l9PpVERERIcb0JV8PlNrC6oltY2Oc54xAECSUiKD9ep145QSGawd5fW69B9fq4Ij0QCgV7O0kJumqRtvvFFvvfWW5s+frz59+nR4fPTo0QoICNC8efPa79u8ebPy8/M1fvz4ro4LHJbt5XWqbWpVcIBdAxPCrY4DAPAjadEhevW6/+6+fsXz38jd1GJ1LACARSwt5LNnz9acOXM0d+5chYeHq7i4WMXFxWpsbNvsxOVy6ZprrtGtt96qBQsWaOXKlbr66qs1fvx4dliH39q/mdvQlAg57H4xCQUA4EfSY0I059qxigkN1MZCt655cbkam71WxwIAWMDStvDkk0+qpqZGU6dOVVJSUvvttddea7/m4Ycf1plnnqmZM2dqypQpSkxM1H/+8x8LUwOHVlbrUWF1k2yGlJMaaXUcAICf6hsXppeuOV7hQQ4t31Wl619eIU8rpRwAehvLp6wf7HbVVVe1XxMUFKTHH39clZWVqq+v13/+859Drh8HrLZ/7Xi/uDCFOR3WhgEA+LUhyS69ePUYBQfY9dXWcv3i1TVq9fqsjgUA6ELMpwU6SVOLV5uLayUxOg4AODyjM6L17BXHKdBu08cbi3XXOxtlmqbVsQAAXYRCDnSSTUX/PeosOTLI6jgAgG5iUv9Y/e2SETIM6dVv8vX3+dusjgQA6CIUcqATmKapdQU1ktpGxznqDABwJE4bmqR7zx4iSfrrZ1v0+oo9FicCAHQFCjnQCXZXNqimsUWBDpuyEznqDABw5K4Yn6mfTu0rSbr9P+u1YHOpxYkAAMcahRzoBPtHxwcnRSiAo84AAEfp16cO1PkjU+T1mfrZnFVau+8oTQBAz0RzAH6gmsYW7SyvlyTlpLosTgMA6M4Mw9CfZuZocv9YNbZ49eMXl2t3Rb3VsQAAxwiFHPiB1u8bHU+PDlFUSKDFaQAA3V2gw6YnZ43WkOQIVdQ368rnv1FFncfqWACAY4BCDvwArV6fNha2FfLhjI4DADpJmNOhF64eo9SoYO2qaNCP/7lCDc2tVscCAHQyCjnwA2wpqVNTq0/hQQ5lxoZaHQcA0IPEhwfpnz8+XpEhAVq7p1o3zl2tVq/P6lgAgE5EIQd+gLUF1ZKkYSku2TjqDADQyfrGhem5K8fI6bBpfl6p7npno0zTtDoWAKCTUMiBo1Rc06TSWo/shqEhyRFWxwEA9FCjM6L02CUjZRjSq9/k67lFO62OBADoJBRy4CjtHx0fkBCmkECHtWEAAD3aKUMSdcfpgyRJf/gwV/PzSixOBADoDBRy4Cg0NLdqa0mdJCknNdLaMACAXuGaSX108Zg0maZ009zVyit2Wx0JAPADUciBo7Cx0C2vaSo+3KlEV5DVcQAAvYBhGLrvnKEalxWt+mavrnlxhco5Dg0AujUKOXCEfKap9Xv3H3UWaW0YAECvEuiw6cnLRiszJkR7qxt1w8sr1dTitToWAOAoUciBI7SrvF61Ta0Kctg0ICHM6jgAgF4mKjRQ/7hyjMKDHFq5u0q3/2c9O68DQDdFIQeO0NqCttHxISkuOex8CwEAul6/+DA9cdko2W2G3lq9V098sd3qSACAo0CbAI5AVUOz8isbJLWdPQ4AgFUm94/TPWcNliT9+ZPN+nhDkcWJAABHikIOHIF1+0bH+8SGyhUcYHEaAEBvd/n4TF05PkOSdMtra7Vh3x4nAIDugUIOHKZWr0+5RW1HzOQwOg4A8BN3nTlYk/vHqrHFq2v+uVyl7iarIwEADhOFHDhMW0vr5Gn1KTzIofSYEKvjAAAgSXLYbfr7paPUNy5UJW6PfjJnpTyt7LwOAN0BhRw4TPuPOhua4pLNMCxOAwDAf7mCA9p3Xl+VX6173t1kdSQAwGGgkAOHobzOo6KaJtkMaUhShNVxAAA4QJ/YUP3tkpEyDOnVb/L1yte7rY4EAPgeFHLgMOzfJCcrNkyhTofFaQAAOLgTB8brV6cMlCTd8+5GrdhVaXEiAMB3oZAD36PF61Nuca0kaWgKo+MAAP/2s6l9dfqwRLV4Tf30lVUqrmGTNwDwVxRy4HtsKalVc6tPruAApUezmRsAwL8ZhqE/XzBcAxPCVVbLJm8A4M8o5MD3aN/MLTlCBpu5AQC6gVCnQ89cMVqu4ACt2VOtu97eINM0rY4FAPgfFHLgO5TVelTi9shmSIOTma4OAOg+MmLaNnmzGdLrKwo0ZxmbvAGAvzmqQp6VlaWKiooD7q+urlZWVtYPDgX4i/2j433jwhQSyGZuAIDu5YQBcfr1admSpHvf26RvdrLJGwD4k6Mq5Lt27ZLXe+BaJI/Ho7179/7gUIA/aG71afO+zdyGpbgsTgMAwNG5YUqWzsxJUqvP1M9eWanC6karIwEA9jmiIb933323/c+ffPKJXK7/lhSv16t58+YpMzOz08IBVtpSUqtmr0+RwQFKjQq2Og4AAEfFMAw9eEGOtpfVK7fIrZ/OWanXfzJeTofd6mgA0OsdUSE/99xzJbX9xX7llVd2eCwgIECZmZn661//2mnhACu1b+aW4mIzNwBAtxYS6NAzl4/WWX9fpLUFNbrvvU36w3nDrI4FAL3eEU1Z9/l88vl8Sk9PV2lpafvbPp9PHo9Hmzdv1plnnnmssgJdpsTdpNJaj+yGocFJbOYGAOj+0qJD9MiPRsgwpFe+ztebKwusjgQAvd5RrSHfuXOnYmNjOzsL4Dc27N/MLT5UwYFM6QMA9AxTB8br5mkDJEl3vLVeGwtrLE4EAL3bUW8bPW/ePM2bN699pPzbnn/++R8cDLCKp9WrzSVtm7nlpERaGwYA8IPk5uZaHcHvTIwytTDJqVVFHv34uaX688mxCgvsvJNwY2NjlZ6e3mnPBwA92VEV8nvvvVf33XefjjvuOCUlJbG+Fj3K5uJatXhNRYcEKjkyyOo4AICj4K4skyTNmjXL4iT+yRYUpsQrH1GJEnXBX95T2b//T5LZKc8dHBKivNxcSjkAHIajKuRPPfWUXnzxRV1++eWdnQewlGma39rMLYJfNgFAN9VY55YknXHDHRqYM9riNP6putnQghJTIf2O14w/vqVBLt/3v9P3KMnfrlceuE3l5eUUcgA4DEdVyJubmzVhwoTOzgJYrsTtUXlds+w2Q4PYzA0Aur2Y5Ayl9h9idQy/lCrJFuXWZ7kl2lTj0IA+ycqICbU6FgD0Kke1YOjaa6/V3LlzOzsLYLn9o+P948MUFMBmbgCAnm1wcoSGJrf9AvrjDcVyN7ZYnAgAepejGiFvamrSM888o88//1w5OTkKCAjo8PhDDz3UKeGAruRp8WrLvs3chqW4LE4DAEDXOGFgnMrqPCpxe/TB+iJdODpVDnvnbfIGADi0oyrk69at04gRIyRJGzZs6PAYa27RXeUV16rVZyomNFBJLjZzAwD0Dg6bTacPS9Kr3+SrtNajhVvKNG1QgtWxAKBXOKpCvmDBgs7OAVjKNPWtzdxc/GIJANCrRAQF6LQhiXp7TaE2FLqV5ArW4GT2UgGAY435SICkymZDFfXNctgMDUoMtzoOAABdLiMmVOOzYiRJCzaXqrzOY3EiAOj5jmqE/MQTT/zOEcT58+cfdSDACjvq2n431T8hTE42cwMA9FJjMqNUWNOo3RUN+mB9kS4ekyang38XAeBYOaoR8hEjRmj48OHtt8GDB6u5uVmrVq3SsGHDOjsjcEzZnKEqaGj7VmAzNwBAb2YYhk4dnKgwp0PVDS2al1sq0zStjgUAPdZRjZA//PDDB73/nnvuUV1d3Q8KBHS10KHT5DMNxYYFKjGCzdwAAL1bcKBdpw9L1JsrC7S1tE4pBTUanhZpdSwA6JE6dQ35rFmz9Pzzz3fmUwLHlGmaCh85QxKbuQEAsF+SK1iT+sVKkr7cWqbimiaLEwFAz9SphXzp0qUKCmKEEd3HpvJmBcSkyW6YymYzNwAA2o1Ii1S/uDD5TOnDDUVqavFaHQkAepyjmrJ+/vnnd3jbNE0VFRVpxYoVuuuuuzolGNAVPt3eIElKC/GxaQ0AAN9iGIamD45X2Tce1TS26JONxTp7eDKzyQCgEx1VIXe5Om58ZbPZNHDgQN1333065ZRTOiUYcKxV1jdraUHbFLysMJ/FaQAA8D9Oh11nDEvSayv2aFdFg1bsrtKYzGirYwFAj3FUhfyFF17o7BxAl/v3ygK1+iRP8TZFpadbHQcAAL8UF+7U1AFxmpdXqqXbK5TkClJqVIjVsQCgR/hBa8hXrlypOXPmaM6cOVq9enVnZQKOOdM09eo3+ZKkujUfWZwGAAD/NiQ5QoMSw2VK+mhDseo9rVZHAoAe4ahGyEtLS3XxxRfriy++UGRkpCSpurpaJ554ov71r38pLi6uMzMCnW7pjgrtKK9XkMNQfe6Xkm6wOhIAAH7LMAydmB2v0lqPKuqb9fHGYp03MkU21pMDwA9yVCPkN910k2pra7Vx40ZVVlaqsrJSGzZskNvt1s9//vPOzgh0urlft42OT0kPltncaHEaAAD8X4DdptOHJSnAbqigqlHLdlRYHQkAur2jKuQff/yxnnjiCQ0aNKj9vsGDB+vxxx/XRx8x/Rf+rbzOo082FkuSTunLGjgAAA5XdGigpmUnSJKW76rSrvJ6ixMBQPd2VIXc5/MpICDggPsDAgLk87FbNfzbmysL1OI1NTzVpayoA7+OAQDAoQ1MDFdOStuJO59sLJa7qcXiRADQfR1VIT/ppJP0i1/8QoWFhe337d27V7fccoumTZvWaeGAzubz/Xczt0vHsrM6AABHY/KAWMWHO9XU6tNH64vl9ZlWRwKAbumoCvnf//53ud1uZWZmqm/fvurbt6/69Okjt9utxx57rLMzAp1m8fZy7a5oULjTobOGJ1sdBwCAbslha1tP7nTYVOxu0qJt5VZHAoBu6ah2WU9LS9OqVav0+eefKy8vT5I0aNAgTZ8+vVPDAZ1t/2Zu545MUUjgUX35AwAASa7gAJ0yOEHvrSvSmj3VSnYFKdjqUADQzRzRCPn8+fM1ePBgud1uGYahk08+WTfddJNuuukmjRkzRkOGDNFXX311rLICP0hpbZM+21QiienqAAB0hqy4MI3OiJIkfZ5bqlqWkwPAETmiQv7II4/ouuuuU0RExAGPuVwu3XDDDXrooYcO+/m+/PJLnXXWWUpOTpZhGHr77bc7PH7VVVfJMIwOt9NOO+1IIgPt3lhRoFafqVHpkRqUdODXMAAAOHITsmKUHBmkZq9PX5c7ZDgCrY4EAN3GERXytWvXfmchPuWUU7Ry5crDfr76+noNHz5cjz/++CGvOe2001RUVNR+e/XVV48kMiDpfzdzy7A4DQAAPYfNZmjG0CQFB9hV02JT1PQbrI4EAN3GES2iLSkpOehxZ+1P5nCorKzssJ9vxowZmjFjxnde43Q6lZiYeNjPCRzMl1vLVFDVqIggh87MSbI6DgAAPUqY06HThibqrdUFCh9+qubvbNCoUVanAgD/d0Qj5CkpKdqwYcMhH1+3bp2Skjq37HzxxReKj4/XwIED9dOf/lQVFRXfeb3H45Hb7e5wA/Zv5nb+qFQFBdgtTgMAQM+THh2iwS6vJOmZVTXKK+ZnMAD4PkdUyE8//XTdddddampqOuCxxsZG3X333TrzzDM7Ldxpp52ml156SfPmzdMDDzyghQsXasaMGfJ6vYd8n/vvv18ul6v9lpaW1ml50D2VuJs0L69UknQZm7kBAHDMZEf41LhjpZq90k/nrFJtE7u8AcB3OaJCfuedd6qyslIDBgzQgw8+qHfeeUfvvPOOHnjgAQ0cOFCVlZW64447Oi3cxRdfrLPPPlvDhg3Tueeeq/fff1/Lly/XF198ccj3uf3221VTU9N+27NnT6flQff02vI98vpMjcmMUv+EcKvjAADQYxmGVP7+XxUTbNPO8nr9v3+vl2maVscCAL91RGvIExIStGTJEv30pz/V7bff3v4XrGEYOvXUU/X4448rISHhmASVpKysLMXGxmrbtm2aNm3aQa9xOp1yOp3HLAO6F6/P1L/aN3NjdBwAgGPN1+jWryZE6a4FlfpgfZGOWxKlqyf2sToWAPilIyrkkpSRkaEPP/xQVVVV2rZtm0zTVP/+/RUVFXUs8nVQUFCgioqKTl+njp7ri82lKqxpUmRIgGYM5esGAICuMDAmUHecMUj3vrdJf/ggVzmpke3nlQMA/uuIpqx/W1RUlMaMGaPjjz/+qMt4XV2d1qxZozVr1kiSdu7cqTVr1ig/P191dXW67bbbtGzZMu3atUvz5s3TOeeco379+unUU0892tjoZfZv5jaTzdwAAOhSV03I1BnDktTqM3Xj3FWqrG+2OhIA+J2jLuSdYcWKFRo5cqRGjhwpSbr11ls1cuRI/e53v5Pdbte6det09tlna8CAAbrmmms0evRoffXVV0xJx2EprG7Ugs1tm7ldcjzT1QEA6EqGYehPM4epT2yoimqadPNra+TzsZ4cAL7tiKesd6apU6d+50Yfn3zySRemQU/zr+V75DOlsX2i1S8+zOo4AAD0OuFBAXpy1iid+/hifbmlTH9fsE0/n9bf6lgA4DcsHSEHjpVWr0+vL2/bYZ/N3AAAsE52YoR+f+4wSdLDn2/Roq3lFicCAP9BIUePNC+vVMXuJkWHBuq0oYlWxwEAoFe7YHSqLh6TJtOUfv6v1SqqabQ6EgD4BQo5eqT9m7ldeFyqnA42cwMAwGr3nD1Eg5MiVFnfrBvnrlaL12d1JACwHIUcPU5+RYO+3FomSbqUzdwAAPALQQF2PTlrlMKDHFq5u0oPfJRndSQAsByFHD3Oq8vzZZrS5P6xyogJtToOAADYJyMmVH+5cLgk6R+LdurjDUUWJwIAa1HI0aM0t/53M7fLxmZYnAYAAPyvU4ck6vopWZKk295Yp53l9RYnAgDrWHrsGdDZPtlYrIr6ZiVEODVtULzVcQC/lJuba3WEXoXPN3Cg204dqNX5VVq+q0o/nbNSb8+eqKAA9nwB0PtQyNGjvPL1bknSj8akK8DOBBDg29yVbXsrzJo1y+IkvVNdXZ3VEQC/EWC36bFLRumMv32lvOJa3f3ORj1wQY7VsQCgy1HI0WNsK63Tsh2VshnSxWPSrI4D+J3GOrck6Ywb7tDAnNEWp+k9cr9ZqI/++aiampqsjgL4lURXkP52yUjNeu5rvbZij0ZnRumi4/j3G0DvQiFHj7H/qLOTshOUHBlscRrAf8UkZyi1/xCrY/QaJfnbrY4A+K2J/WJ16/QB+utnW3TX2xs0NNmlwckRVscCgC7DnF70CE0tXr25ct9mbuM46gwAgO5i9on9NHVgnDytPv3slZVyN7VYHQkAugyFHD3C++uK5G5qVWpUsKb0j7M6DgAAOEw2m6GHLxqhZFeQdlU06DdvrpNpmlbHAoAuQSFHj7B/M7dLjk+X3WZYnAYAAByJqNBAPX7ZKAXYDX20oVjPL95ldSQA6BIUcnR7mwrdWp1fLYfNYDMYAAC6qZHpUbrj9EGSpPs/zNXK3ZUWJwKAY49Cjm5v7jdto+OnDk1UXLjT4jQAAOBoXTkhU2fkJKnVZ2r2K6tVXuexOhIAHFMUcnRrdZ5WvbVqryTpsrFs5gYAQHdmGIYemJmjrLhQFbubdNPc1Wr1+qyOBQDHDIUc3dq7awpV3+xVVmyoxmfFWB0HAAD8QGFOh56eNVohgXYt3VGhP3+y2epIAHDMUMjRbZmm2b6Z26Vj02UYbOYGAEBP0D8hXH++YLgk6ekvd+jD9UUWJwKAY4NCjm5rbUGNNha6FeiwaeaoVKvjAACATnRGTpKun5IlSbrtjbXaVlprcSIA6HwUcnRbryxrGx0/c1iSokIDLU4DAAA6269PHajxWTGqb/bq+pdXqrapxepIANCpKOTolmoaWvTeukJJ0mXj2MwNAICeyGG36bFLRyrJFaQdZfX61RtrZZqm1bEAoNNQyNEt/XtVgZpafMpODNeo9Cir4wAAgGMkNsypJy4bpUC7TZ9sLNGTC7dbHQkAOg2FHN2Oz2dqzr7p6peNy2AzNwAAeriR6VG6++zBkqS/fLJZi7aWW5wIADoHhRzdzuLt5dpRXq9wp0Pnj0yxOg4AAOgClx6frouOS5XPlG56dZUKqhqsjgQAPxiFHN3OS0vbRsdnjk5VqNNhcRoAANAVDMPQfecM1bAUl6oaWvTTOavU1OK1OhYA/CAUcnQrBVUNmpdbIkmaNS7D4jQAAKArBQXY9eSsUYoKCdD6vTW66+0NbPIGoFujkKNbeeXrfPlMaWK/GPWLD7M6DgAA6GKpUSH62yUjZTOkN1YWtM+cA4DuiEKObqOpxavXlu+RJF0+LtPaMAAAwDKT+8fp/83IliTd9/4mLdnOJm8AuicKObqND9cXqbK+WcmuIE0fFG91HAAAYKHrJmfp3BHJ8vpMzX5llfZUsskbgO6HQo5uY/+UtEvHpsth50sXAIDezDAM/WlmTvsmb9e/vFINza1WxwKAI0KrQbewvqBGa/ZUK8Bu6Edj0q2OAwAA/EBQgF1PXz5asWGByi1y67Y317HJG4BuhUKObuGlpbskSWcMS1JcuNPaMAAAwG8kRwbryVmjFWA39MG6Ij3xxXarIwHAYaOQw+9V1Tfr3bWFkqTLx2daGwYAAPidMZnRuufsIZKkv3y6WfPzSixOBACHh0IOv/f6ij3ytPo0JDlCo9IjrY4DAAD80GVjM3TZ2HSZpvSLV9doe1md1ZEA4HtRyOHXvD5Tc75u28ztivEZMgzD4kQAAMBf3X3WEI3JjFKtp1XXvbRC7qYWqyMBwHeikMOvLdxSqj2VjXIFB+js4SlWxwEAAH4s0GHTE5eNVpIrSDvK6nXzv9bI62OTNwD+i0IOv7b/qLMLR6cqONBucRoAAODv4sKdeuby4+R02DQ/r1QPfpxndSQAOCQKOfzW7op6LdxSJkmaNS7D4jQAAKC7GJbq0p8vHC5JevrLHXp9+R6LEwHAwVHI4bfmLNst05SmDoxTZmyo1XEAAEA3cvbwZP1iWn9J0m/fWq+l2yssTgQAB6KQwy81Nnv1+ooCSW2buQEAABypm6f311nDk9XqM/XTV1ZqV3m91ZEAoAMKOfzSu2v3qqaxRWnRwTphQLzVcQAAQDdkGIb+fEGORqRFqrqhRT/+53LVNLDzOgD/QSGH3zFNs30zt1ljM2S3cdQZAAA4OkEBdj1zxWgl79t5/WdzV6rF67M6FgBIopDDDy3fVaWNhW45HTZddFya1XEAAEA3Fx8epOeuGqPQQLsWb6vQ3e9ulGlyHBoA61HI4XeeW7RDknT+qFRFhQZanAYAAPQEg5Ii9OjFI2UY0tyv8/XC4l1WRwIACjn8S35Fgz7dVCJJ+vHETGvDAACAHmX64ATdcfogSdLvP9ik+XklFicC0NtRyOFX/rl0l0xTmjIgTv0Twq2OAwAAephrJvXRxWPS5DOlm+auVl6x2+pIAHoxCjn8Rm1Ti15bvkcSo+MAAODYMAxD950zVOOzYlTf7NXVLyxXcU2T1bEA9FIUcviNN1YUqM7Tqr5xoZrSP87qOAAAoIcKdNj05KxR6hsXqqKaJl31wjdyN3EcGoCu57A6ACBJXp+pF5fskiRdPbGPbBx1BgBAt5Wbm2t1hMNy2/Eh+n/zGpVXXKtZT3yhOyZHK8DePX8GiY2NVXp6utUxABwhCjn8wrzcEuVXNsgVHKCZo1KtjgMAAI6Cu7JMkjRr1iyLkxy+gPgsJV76J60rlc6471VVvP9XqyMdleCQEOXl5lLKgW6GQg6/8PzinZKkS8emKzjQbnEaAABwNBrr2jZIO+OGOzQwZ7TFaQ5fcaOhJWWmwoacqNHjp2hopNfqSEekJH+7XnngNpWXl1PIgW6GQg7LbSys0bIdlbLbDF0xPsPqOAAA4AeKSc5Qav8hVsc4bKmSQgrd+iy3RJvddiUlJWp4aqTVsQD0AmzqBss9v2iXJOn0YUlKcgVbGwYAAPRKg5MjND4rRpK0cHOZtpfVWZwIQG9AIYelSmub9N7aQkkcdQYAAKw1JjNKQ5MjZEr6aEOximoarY4EoIejkMNSryzLV7PXp5HpkRqZHmV1HAAA0IsZhqETB8YrMyZEXp+pd9cWqqqh2epYAHowCjks09Ti1Stf75YkXTOpj8VpAAAAJJvN0OnDkpQQ4VRTi09vr96rek+r1bEA9FAUcljmvbWFKq9rVrIrSKcNSbQ6DgAAgCQpwG7T2cOT5QoOkLupVW+t3qumlu618zqA7oFCDkuYpqnnFrUddXbFhEw57HwpAgAA/xES6NB5I1MUGmhXRX2z3llTqOZWn9WxAPQwtCBYYumOCuUV1yo4wK6Lx6RZHQcAAOAAruAAnTcyRUEOm4rdTXp/XaFavZRyAJ2HQg5L7D/qbOboFEWGBFobBgAA4BBiwpw6Z2SKAuyG9lQ16qMNxfL5TKtjAeghLC3kX375pc466ywlJyfLMAy9/fbbHR43TVO/+93vlJSUpODgYE2fPl1bt261Jiw6za7yes3LK5EkXT2RzdwAAIB/S4wI0tnDk2W3GdpRXq/PcktkmpRyAD+cpYW8vr5ew4cP1+OPP37Qxx988EH97W9/01NPPaWvv/5aoaGhOvXUU9XU1NTFSdGZnlu0U6YpTR0Yp75xYVbHAQAA+F6pUSE6fViibIaUV1yrhVvKKOUAfjCHlS8+Y8YMzZgx46CPmaapRx55RHfeeafOOeccSdJLL72khIQEvf3227r44ou7Mio6SWV9s95YuUeSdP3kLIvTAAAAHL6s2DCdMjhRH28s1tqCGjkddo3vG2N1LADdmN+uId+5c6eKi4s1ffr09vtcLpfGjh2rpUuXHvL9PB6P3G53hxv8x0tLd6mpxadhKS7+AQMAAN3OwMRwnTgwTpL0za5KrdxdZXEiAN2Z3xby4uJiSVJCQkKH+xMSEtofO5j7779fLper/ZaWxg7e/qKx2at/LtklSbp+SpYMw7A2EAAAwFHISY3UxH0DC4u2lWt9QY3FiQB0V35byI/W7bffrpqamvbbnj17rI6Efd5cuUdVDS1KjQrWjKGJVscBAAA4asdlRuu4jChJ0vzNpVq/l1IO4Mj5bSFPTGwrbCUlJR3uLykpaX/sYJxOpyIiIjrcYD2vz9Q/Fu2UJF07qY8cdr/90gMAADgsE/rGaGRapCRpfl4pI+UAjpjftqI+ffooMTFR8+bNa7/P7Xbr66+/1vjx4y1MhqPxycZi7a5oUGRIgC4awzICAADQ/RmGocn9YzUyPVJS20j5uoJqSzMB6F4s3WW9rq5O27Zta397586dWrNmjaKjo5Wenq6bb75Zv//979W/f3/16dNHd911l5KTk3XuuedaFxpHzDRNPb1wuyTpinEZCgm09MsOAACg0xiGocn9YmVIWpVfrQWbyyS1rTMHgO9jaTNasWKFTjzxxPa3b731VknSlVdeqRdffFG//vWvVV9fr+uvv17V1dWaNGmSPv74YwUFBVkVGUfh652V+44GsemKCZlWxwEAAOhUhmFoUr9YSf8t5aak4ZRyAN/D0kI+depUmaZ5yMcNw9B9992n++67rwtTobM9tW90fOboVMWGOS1OAwAA0Pn2l3JDhlbmV+mLzWWSKQ3ft8YcAA7Gb9eQo2fYWFijLzaXyWZI10/OsjoOAADAMWMYhib2i9Ho9Lbd17/YUqa1e6qtDQXAr1HIcUw9+UXb6PgZOcnKjA21OA0AAMCx1V7KMyjlAL4fhRzHzM7yen24vkiS9LOpfS1OAwAA0DUMw9DEvh1L+crdVRanAuCPKOQ4Zp5euF0+UzopO16DkjgPHgAA9B77S/lx+0r5om3lWrq94jv3TwLQ+1DIcUwU1TTq36sKJEmzT2R0HAAA9D5t09djNaFvjCTpm12VWriljFIOoB2FHMfEP77aqRavqeP7RGt0RrTVcQAAACwzJjNaUwfGSZLWFtTos9wS+XyUcgAUchwDlfXNmvt1viRp9on9LE4DAABgveGpkTplcIIMQ8otqtUH64vU6vVZHQuAxSjk6HQvLtmlxhavhiRHaEr/WKvjAAAA+IVBSRE6Y1iS7DZDO8rr9dbqvWpq8VodC4CFKOToVLVNLXpx8U5J0s+m9pNhGBYnAgAA8B9948J07ohkBTpsKqxp0psrC1TX1Gp1LAAWoZCjU720dLfcTa3qFx+m04YmWh0HAADA76RGhejC0akKDbSror5Zr6/co8r6ZqtjAbAAhRydps7Tqme/2iFJuumkfrLbGB0HAAA4mNgwpy46Lk2RIQGqbWrV6yv2aG9Vo9WxAHQxCjk6zctLd6u6oUVZsaE6MyfZ6jgAAAB+LSI4QBeNTlOSK0ieVp/eWr1XecVuq2MB6EIUcnSKhub/jo7PPpHRcQAAgMMRHGjX+SNT1C8uTF7T1CcbS/TNzkrOKgd6CQo5OsUry/JVWd+s9OgQnTOC0XEAAIDD5bDbdPqwRI1Kj5QkLd1Roc9zS+XlrHKgx6OQ4wdrbPbq6S/bRsdvPLGfHHa+rAAAAI6EYRia3D9OUwfGyZC0qcit/6wuUEMzO7ADPRnNCT/Yq9/kq7zOo9SoYJ03KsXqOAAAAN3W8NRInT08WYF2mwqrm/Ta8j0qr/NYHQvAMUIhxw/S1OLVUwu3S2pbOx7A6DgAAMAPkhkbqh+NSZMrOEDufTuw7yivszoWgGOA9oQf5JWv81Va61GyK0gzR6VaHQcAAKBHiA4N1I/GpCk1KlgtXlPvrS1iszegB6KQ46g1NLfqyS+2SZJumtZfgQ6+nAAAADpLcIBd545I0bAUl6S2zd4+WF8kT6vX4mQAOgsNCkftn0t2q7yubWf1C0YzOg4AANDZ7DZDJ2XHa9qgeNkNQ9vL6vXa8j2qrG+2OhqATkAhx1GpbWrR01+2rR2/eXp/1o4DAAAcQ0OTXbpgdKrCnA5VNbToteV7tLW01upYAH4gWhSOyvOLdqm6oUV940J1zgh2VgcAADjWEl1BunhMmlIig9Xs9enD9cVauKVMHFcOdF8Uchyx6oZm/eOrtnPHbzl5gOw2w+JEAAAAvUOo06HzRqZodEaUJGnNnmp9UeKQPSLO4mQAjgaFHEfs2a92qNbTquzEcJ0+NMnqOAAAAL2K3WZoUr9YnTU8SU6HTVXNNiVd9Td9s7fJ6mgAjhCFHEekvM6jFxbvkiTdevIA2RgdBwAAsERWbJguPT5dUYE+2YPD9afFVfrdOxvU1MIu7EB3QSHHEXl8wTY1NHuVk+rSyYMTrI4DAADQq0UEB2hqQqvc37wlSXpp6W6d8/fF2lLChm9Ad0Ahx2HbU9mgOct2S5J+fWq2DIPRcQAAAKvZDKlqwXO6c3KUYsMCtbmkVmc9tkgvLd0l02THN8CfUchx2B76bItavKYm94/VpP6xVscBAADAt4xKCtJHv5iiqQPj5Gn16XfvbNSVLyxXcQ1rywF/RSHHYdlYWKO31+yVJP3mtGyL0wAAAOBg4sKdev7KMbr7rMFyOmz6ckuZTnl4od7Z93McAP9CIcdhefDjzTJN6azhyRqa4rI6DgAAAA7BZjN09cQ++uDnk5ST6pK7qVW/+NcazZ67ShV1HqvjAfgWCjm+15Lt5Vq4pUwOm6FfnTLA6jgAAAA4DP3iw/Xvn07QzdP7y24z9MG6Ip388Jd6b20ha8sBP0Ehx3cyTVMPfJQnSbp0bLoyYkItTgQAAIDDFWC36ebpA/TWzyYoOzFclfXNuunV1brh5ZUqdbO2HLAahRzf6aMNxVpbUKOQQLtuOqm/1XEAAABwFHJSI/XujZN08/T+ctgMfbqpRNMfWqi5X+fL52O0HLAKhRyH5Gn16k/7RsevnZyluHCnxYkAAABwtAIdbaPl7900ScNS2taW//at9Tr/ySXasLfG6nhAr0QhxyG9tGS38isbFBfu1A1TsqyOAwAAgE4wKClCb/1sgn535mCFOR1as6daZ/99ke55d6PcTS1WxwN6FQo5DqqizqO/zd8qSbrtlIEKdTosTgQAAIDO4rDb9ONJfTTvlyforOHJ8pnSi0t26aS/LNTbq/ey6RvQRSjkOKhH521VbVOrBidFaOboVKvjAAAA4BhIiAjSY5eM1CvXjlVWXKjK6zy6+bU1uuTZZdpWWmt1PKDHo5DjAFtLavXK1/mSpDvPHCS7zbA4EQAAAI6lif1i9dEvJuu2UwcqKMCmZTsqddojX+n+D3OZxg4cQxRyHOCPH+bK6zN18uAETegba3UcAAAAdAGnw67ZJ/bTZ7ecoOmD4tXqM/X0lzt0woML9OLinWpu9VkdEehxKOTo4MstZVqwuUwOm6Hfnj7I6jgAAADoYmnRIfrHlWP0/FXHqV98mKoaWnTPe5t0ysML9fGGItaXA52IQo52LV6ffv/BJknSFeMz1Sc21OJEAAAAsMpJ2Qn6+BeT9Yfzhio2zKldFQ36yZxVuvCppVqVX2V1PKBHoJCj3UtLd2tLSZ2iQgL082n9rI4DAAAAiznsNl02NkNf3DZVPz+pn4ICbFqxu0rnP7FEs19Zpd0V9VZHBLo1CjkkSaW1TXrksy2SpF+flq3IkECLEwEAAMBfhDkduvWUgfriVyfqouNSZRjSB+uLNP2hhbrz7fUqqmm0OiLQLVHIIUn600d5qvW0aniqSz86Ls3qOAAAAPBDia4gPXjBcH3488maMiBOLV5Tc5bl64QHv9Dv3tmg4pomqyMC3QqFHFqxq1L/WbVXhiHde85Q2TjmDAAAAN9hUFKEXvrx8frX9eM0tk+0mr0+vbR0t6b8eYHueXejStwUc+BwUMh7Oa/P1O/e2ShJ+tFxaRqRFmltIAAAAHQb47Ji9NoN4zX3urE6PjNaza0+vbhkl6Y8uED3vbdJpbUUc+C7OKwOAGvN/Xq3NhW5FRHk0G2nDrQ6DgAAALqhCX1jNT4rRku2V+jhz7Zoxe4qPb94p+Z+s1uXHp+hayf3UXJksNUxAb9DIe/Fyus8+sunbRu53XbqQMWEOS1OBAAAgO7KMAxN7BerCX1j9NXWcj38+Ratzq/W84t36qWlu3TOiBT95IQs9U8Itzoq4Dco5L3Y/72/STWNLRqSHKFLx2ZYHQcAAAA/QG5urtUR2oVJunNskNZkRuut3DptKGvWv1cV6N+rCnRcslPnZYdpUGz3P9UnNjZW6enpVsdAN0Yh76UWbinTO2sKZTOk+88fJjsbuQEAAHRL7soySdKsWbMsTnJogUkDFDF2pkIGjNeKQo9WFHrUVLBR7mX/VuP25ZJMqyMeleCQEOXl5lLKcdQo5L1QY7NXd769XpJ05YRM5aRGWhsIAAAAR62xzi1JOuOGOzQwZ7TFab5bbUurtrjtyq+3KSh1iIIuGKLwAJ/6h/uUHuKTvRttOV2Sv12vPHCbysvLKeQ4ahTyXujReVu1p7JRSa4g/fIUNnIDAADoCWKSM5Taf4jVMb7XIEn1nlat3lOt9QU1qm2RVlXatMlt09AUl3JSXQoPCrA6JtAlKOS9TG6RW89+tUOS9H/nDFWYky8BAAAAdK1Qp0OT+sVqTGaUNha6tXZPtdxNrVqxu0or86vULy5MI9IileQKkmGwtBI9F22sF/H6TN3+n/Xy+kzNGJqo6YMTrI4EAACAXszpsGtUepRGpEVqZ3m91uRXq6C6UVtL67S1tE7x4U6NSItU/4QwOWzdaD47cJgo5L3IP5fs0po91Qp3OnTP2f4/nQkAAAC9g80w1DcuTH3jwlRW69HagmrlFdeqtNajTzeV6Kut5RqSHKGhKS65gpnOjp6DQt5L7Cyv14Of5EmSfjMjWwkRQRYnAgAAAA4UF+7U9EEJmtg3VusLa7S+oEZ1nrbp7Ct2VykjJkTDUlzqExMqGycFoZujkPcCPp+pX7+5Vk0tPk3sF6PLxrILJAAAAPxbcKBdx2dG67j0KO0or9f6vTXKr2zQ7oq2W5jToaHJERqS7FJYELUG3RNfub3AC0t2afmuKoUG2vXAzBw2xgAAAEC3YbMZ6hcfpn7xYapuaNaGQrc2FbpV52nVsp2V+npXpbJiQzUk2aWMmBDZ+FkX3QiFvIfbWV6vP++bqv7bMwYpNSrE4kQAAADA0YkMCdSkfrEalxWtbaV1Wl9Qo8KaJm0vq9f2snqFOR0alBSuIcmsNUf3QCHvwbw+U7e98d+p6pcez1R1AAAAdH8Om03ZiRHKToxQRZ1HG/a6lVfcNmq+fFeVlu+qUmpUsIYkR6hfXJgcdnZoh3/y66/Me+65R4ZhdLhlZ2dbHavbeGHxTq3YzVR1AAAA9FwxYU6dMDBO10zuoxlDE5Ue3TYjtKCqUZ9sLNGzi3Zqfl6pStxNMk3T4rRAR34/Qj5kyBB9/vnn7W87HH4f2S9sKnTrwY83S2KqOgAAAHo+h82mAQnhGpAQLndjizYVubWpyK3aplat31uj9XtrFBsWqCHJLmUnhisowG51ZMD/C7nD4VBiYqLVMbqVphavfvGv1Wr2+jQtO56p6gAAAOhVIoIDNC4rRmP7RGtPVaM2FtZoe2m9yuuatXBLmRZtK1ff2FANSopQenQIx6fBMn5fyLdu3ark5GQFBQVp/Pjxuv/++5WefuiC6fF45PF42t92u91dEdOv3P9hrraW1ik2zKkHLmCqOgAAAHonwzCUHh2i9OgQNbV4lVdcq42FNSqva9aW0jptKa1TSKBd2Ynhyk6MUFy40+rI6GX8upCPHTtWL774ogYOHKiioiLde++9mjx5sjZs2KDw8PCDvs/999+ve++9t4uT+o8FeaX659LdkqS/XJij2DD+UgEAAACCAuwakRap4akuldZ6lFvk1uaSWjU0e7Uqv1qr8qsVF+ZUdlK4BiaEK9Tp11UJPYRff5XNmDGj/c85OTkaO3asMjIy9Prrr+uaa6456PvcfvvtuvXWW9vfdrvdSktLO+ZZ/UF5nUe3vblWknT1xExNHRhvcSIAAADAvxiGoYSIICVEBGly/zjtrqjXpiK3dpbXq6zOo7KtHi3aVq6M6BANSopQVmwou7TjmPHrQv6/IiMjNWDAAG3btu2Q1zidTjmdvW9U2LfviLPyumYNTAjXb05jN3oAAADgu9hthrLiwpQVF6bGFq+2ltQqt6hWxe4m7apo0K6KBgU6bBoQH6ZBSRFKcgWxHBSdqlsV8rq6Om3fvl2XX3651VH8ztNf7tCCzWUKdNj06CUj2DUSAAAAOALBAXblpEYqJzVSVfXNyi12K7eoVnWeVm0odGtDoVuu4AANSgxXdlKE1XHRQ/h1If/Vr36ls846SxkZGSosLNTdd98tu92uSy65xOpofuXrHRX6y6dtR5zde/YQZSfyFwQAAABwtKJCAzWhb6zGZ8WooKpRucVubSutU01ji5btrNSynZWKdToUlnOK6pt9VsdFN+bXhbygoECXXHKJKioqFBcXp0mTJmnZsmWKi4uzOprfKK/z6KZXV8vrM3XeyBRdPKZ3rJcHAAAAjjXDMJQWHaK06BCdONCn7aV1yi2uVX5lg8o9NsXM+Ll+/G6JTtm+SueOTNEJA+IU6GC9OQ6fXxfyf/3rX1ZH8Gten6mb/7VGpbUe9YsP0+/PHcqaFgAAAOAYCLDblJ0UoeykCNU2teibDdu0avteKTZDH6wv0gfrixQVEqAzc5J13qgUjUyL5GdzfC+/LuT4bo/N36pF28oVHGDXk5eN4mgGAAAAoAuEBwVooMunD56brTc+X6a8xnC9s7ZQZbUevbxst15etluZMSE6d2SKzh2RoszYUKsjw0/R4Lqp+XklenTeVknSH84bqv4JBz+XHQAAAMCxkxUVoAumDdb/m5GtJdsr9Nbqvfp4Q7F2VTTokc+36pHPt2pkeqTOH5miM3OSFRUaaHVk+BEKeTe0rbROv3h1jUxTunRsus4flWp1JAAAAKBXc9htmjIgTlMGxOn357bq003Femt1oRZtLdPq/Gqtzq/Wve9t0tSB8Tp/VIpOyo7nZCRQyLubmsYWXf/SCtV6WjUmM0r3nDXE6kgAAAAAviXU6dB5I1N13shUlbqb9O7aQr21eq82Frr1eW6JPs8tUXiQQ6cPTdJ5o1J0fGa0bDbWm/dGFPJupG0Tt9XaUV6vZFeQnrhsNLs4AgAAAH4sPiJI107O0rWTs7SlpFZvrd6rd1bvVWFNk15bsUevrdijlMhgnTMiWeeNTGEpai9DIe9G/vLpZi3YXCanw6ZnrjhOceFOqyMBAAAAOEwDEsL1m9OyddspA/X1zkq9vXqvPlxfpL3VjXrii+164ovtGpoSoXNHpOjsEcmKDw+yOjKOMQp5N/HW6gI9+cV2SdKDF+RoaIrL4kQAAAAAcnNzj+r9nJJ+lCWdmx6rlUVN+mJ3o1YXebRhr1sb9rr1xw9zlZPg1AkZwRqb4lQQM2PbxcbGKj093eoYnYJC3g0s2V6uX7+5TpL006l9dc6IFIsTAQAAAL2bu7JMkjRr1qxOe05bcIRCsicrbMiJcqZka02xR2uKPfI1N6phy1LVb1ygpt1rJdPXaa/ZHQWHhCgvN7dHlHIKuZ/bUlKrG15eqRavqTNzknTbKQOtjgQAAAD0eo11bknSGTfcoYE5ozv9+WtbmrWn3q78BpvqFaywoScpbOhJCrKbSgvxKT3UJ1eAKaOX7QVXkr9drzxwm8rLyynkOLZK3U26+oXlqm1q21H9LxcOZ/dFAAAAwI/EJGcotf+xOflokCTTNFXsblJuUa22ltSqqdWnrbV2ba21KyY0UNmJ4RqYGK7woIBjkgHHFoXcT9V7WvXjfy7X3upGZcWG6pnLj+OcQgAAAKCXMQxDSa5gJbmCdcKAOO2qqFdeca12lteror5Zi7dXaPH2CqVGBSs7MVz94sPkdNAbugsKuR/ytHr101dWacNet2JCA/XC1WMUFRpodSwAAAAAFrLbDPWNC1PfuDB5WrzaWlqnvOJa7a1uVEFV223B5jJlxYYqOylcGdGhsjPD1q9RyP1Mq9enm/+1Rl9uKVNwgF3/uPI4ZcSEWh0LAAAAgB9xBtg1NMWloSkuuRtblFdSq7wit6oaWrS1tE5bS+sUHGDXgIQwZSdGKCHCKaO3LTjvBijkfsTnM3X7f9brow3FCrTb9MwVozUyPcrqWAAAAAD8WERwgI7PjNaYjCiV1nqUV1yrLSW1amj2am1BjdYW1CgyOEDZieHKToqQK5j15v6CQu4nTNPU/32wSW+sLJDdZuhvl4zU5P5xVscCAAAA0E0YhqGEiCAlRARpcr9Y5Vc1KK+4VttL61Td2KJlOyu1bGelklxByk4MV/+EcAWzT5WlKOR+4tF5W/XC4l2SpAdn5ui0oYnWBgIAAADQbdlshjJjQpUZE6rmgT5tL2tbb76nskFFNU0qqmnSwi1l6hMbqoGJ4eoTEyqH3WZ17F6HQu4Hymo97WX8nrMGa+boVGsDAQAAAOgxAh02DUqK0KCkCNV5WrWluFZ5xbUqq/Noe1m9tpfVy+mwqX9823rz5Mgg1pt3EQq5H4gLd+q1G8Zp8bYKXTWxj9VxAAAAAPRQYU6HRmVEaVRGlMrr2tabby6uVZ2nVRsK3dpQ6FZ4kKNtvXlihKI57emYopD7iezECGUnRlgdAwAAAEAvERvm1KR+Tk3oG6O9VY3KK67VttI61Ta1avmuKi3fVaX4cKeyE8M1ICFcoU7qY2fjMwoAAAAAvZjNMJQWHaK06BCdODBOO8rrlVdcq90V9Sqt9ai01qOvtpUrPTpE2Ynh6hsXpgDWm3cKCrkfyc/PV3l5udUxepXc3FyrIwAAAAB+w2G3aUBC24h4Q3OrtpbUKbfYrRK3R7srGrS7okEB9lL1iwtTdlKEUqOCZWO9+VGjkPuJ/Px8ZQ8apMaGBquj9Ep1dXVWRwAAAAD8SkigQ8PTIjU8LVJVDc3KK6pVXrFb7qZW5RbXKre4VqFOuwYmtK03jwt3Wh2526GQ+4ny8nI1NjTost/8WQnpfa2O02vkfrNQH/3zUTU1NVkdBQAAAPBbUSGBGt83RuOyolVU06S84lptKalVvcerVfnVWpVfrZiwQGUnhmtgQrjCgwKsjtwtUMj9TEJ6X6X2H2J1jF6jJH+71REAAACAbsMwDCVHBis5MlhTBsRqd0WDcovc2lXeoIq6Zi3eVqHF2yqUGhWsQYkR6hsfKqfDbnVsv0UhBwAAAAAcMYfNpr5xYeobF6amFq+2ltYpr9itwuomFVQ1qqCqUQs2G8qKC1V2YoTSo0Nkt7He/Nso5AAAAACAHyQowK5hKS4NS3GpprFFm4vb1ptXNbRoS0mdtpTUKTjArgEJbZvBJYQ7ZbAZHIUcAAAAANB5XMEBOr5PtMZkRqm01qO8olptLqlVY4tXawtqtLagRpEhARqUGKGBieFyBffe9eYUcgAAAABApzMMQwkRQUqICNKk/rHKr2xQXrFbO8rqVd3QoqU7KrR0R4WSXUHKToxQ/4QwBQX0rvXmFHIAAAAAwDFltxnqExuqPrGh8rR6tb2sXnlFbu2palRhTZMKa5q0cEuZMmNDlJ0YoczYEDlsNqtjH3MUcgAAAABAl3E67BqcFKHBSRGqa2rV5pK29ebldc3aXlav7WX1cjps6p8QpuzECCW7gnrsenMKOQAAAADAEmFBDo3OiNLojCiV1XraNoMrcave49WGvW5t2OtWRJBD2YkRyk4Mtzpup6OQAwAAAAAsFxfuVFy4UxP6xaigqlF5xW5tK62Tu6lV3+yq1De7KhUV6FDYiBlWR+00FHIAAAAAgN+wGYbSo0OUHh2iEwf6tKOsXnnFbu2ubFBVs03BWaOtjthpKOQAAAAAAL8UYLdpYGK4BiaGq97TquUbt+rTFe9KOs/qaJ2i529bBwAAAADo9kKdDvUL96kpf53VUToNhRwAAAAAAAtQyAEAAAAAsACFHAAAAAAAC1DIAQAAAACwAIUcAAAAAAALUMgBAAAAALAAhRwAAAAAAAtQyAEAAAAAsACFHAAAAAAAC1DIAQAAAACwAIUcAAAAAAALUMgBAAAAALAAhRwAAAAAAAtQyAEAAAAAsACFHAAAAAAAC1DIAQAAAACwAIUcAAAAAAALUMgBAAAAALAAhRwAAAAAAAtQyAEAAAAAsACFHAAAAAAAC1DIAQAAAACwAIUcAAAAAAALUMgBAAAAALAAhRwAAAAAAAt0i0L++OOPKzMzU0FBQRo7dqy++eYbqyMBAAAAAPCD+H0hf+2113Trrbfq7rvv1qpVqzR8+HCdeuqpKi0ttToaAAAAAABHze8L+UMPPaTrrrtO/7+9ew+K6jz/AP5dLrtCECFAuRhAkAByEfFGMI3LCsVYa2O81FFrvaRmUpkmiDENtfGSzIRkMmnTqA3WBI0TUyYhcUqGSLXIkqoEBbMNXqpCVTRF0IrcRBB4fn/44wwrC4upchb5fmaYYc95z7vPOY+vD8/s7tnly5cjIiICmZmZcHZ2RlZWltqhEREREREREX1vDmoH0Je2tjaUlZUhPT1d2WZnZ4ekpCQUFxdbPKa1tRWtra3K4/r6egBAQ0PD/Q32f9TU1AQAuHT2BFpbbqgczdBRU1UJALh8/gwqH3JWOZqhg9ddHbzu6uB1Vwevuzp43dXB664OXnd1XLl0DsDt/smWe7yu2ESkz3EasTZCRf/5z38wcuRIHD58GPHx8cr2l156CUVFRSgpKelxzMaNG7Fp06aBDJOIiIiIiIioh4sXL+KRRx7pdb9Nv0L+faSnpyMtLU153NnZiWvXrsHDwwMajea+PGdDQwP8/f1x8eJFuLq63pfnoHuH+Rp8mLPBhfkaXJivwYX5GlyYr8GHORtcbDlfIoLGxkb4+fn1Oc6mG3JPT0/Y29ujpqbGbHtNTQ18fHwsHqPT6aDT6cy2ubm53a8Qzbi6utrcPwTqHfM1+DBngwvzNbgwX4ML8zW4MF+DD3M2uNhqvkaMGGF1jE3f1E2r1WLChAkoKChQtnV2dqKgoMDsLexEREREREREg41Nv0IOAGlpaVi6dCkmTpyIyZMn45133kFzczOWL1+udmhERERERERE35vNN+QLFizAlStXsH79ely+fBnjxo1Dfn4+vL291Q5NodPpsGHDhh5vlSfbxHwNPszZ4MJ8DS7M1+DCfA0uzNfgw5wNLg9Cvmz6LutEREREREREDyqb/gw5ERERERER0YOKDTkRERERERGRCtiQExEREREREamADTkRERERERGRCoZEQ/7ee+9h7NixyhfGx8fHY+/evcr+mzdvIiUlBR4eHnBxccHcuXNRU1NjNkdVVRVmzpwJZ2dn/OAHP8DatWvR3t5uNsZoNGL8+PHQ6XQICQnBzp07e8SydetWjBo1CsOGDUNcXByOHDlitr8/sTzo+srXtWvX8Otf/xphYWFwcnJCQEAAnn/+edTX15vNodFoevxkZ2ebjWG+7g1r6yshIaFHLp577jmzObi+BlZfOTt//rzF9aPRaPDpp58qc3CNqeONN96ARqNBamqqso01zLbdmTPWMdtmaY2xjtmuO/PFGmZ7Nm7c2ONah4eHK/tZwwDIEJCbmyt5eXly5swZOX36tPz2t78VR0dHOX78uIiIPPfcc+Lv7y8FBQVSWloqjz32mEyZMkU5vr29XaKioiQpKUm++eYb+fLLL8XT01PS09OVMf/+97/F2dlZ0tLS5OTJk7J582axt7eX/Px8ZUx2drZotVrJysqSEydOyMqVK8XNzU1qamqUMdZiGQr6yld5ebnMmTNHcnNzpaKiQgoKCuTRRx+VuXPnms0BQHbs2CHV1dXKT0tLi7Kf+bp3rK0vvV4vK1euNMtFfX29cjzX18DrK2ft7e1muaqurpZNmzaJi4uLNDY2KnNwjQ28I0eOyKhRo2Ts2LHywgsvKNtZw2yXpZyxjtmu3tYY65htspQv1jDbs2HDBomMjDS71leuXFH2s4aJDImG3BJ3d3d5//335fr16+Lo6Ciffvqpsu/UqVMCQIqLi0VE5MsvvxQ7Ozu5fPmyMua9994TV1dXaW1tFRGRl156SSIjI82eY8GCBTJ9+nTl8eTJkyUlJUV53NHRIX5+fpKRkSEi0q9YhqqufFnyySefiFarlVu3binbAMiePXt6nY/5ur+650uv15v9YXMnri/b0NcaGzdunKxYscJsG9fYwGpsbJRHH31U9u/fb7amWMNsV285s4R1TH195Yt1zPbczfpiDVPXhg0bJCYmxuI+1rDbhsRb1rvr6OhAdnY2mpubER8fj7KyMty6dQtJSUnKmPDwcAQEBKC4uBgAUFxcjOjoaHh7eytjpk+fjoaGBpw4cUIZ032OrjFdc7S1taGsrMxsjJ2dHZKSkpQx/YllqLkzX5bU19fD1dUVDg4OZttTUlLg6emJyZMnIysrCyKi7GO+7o/e8rV79254enoiKioK6enpuHHjhrKP60td1tZYWVkZTCYTnnnmmR77uMYGTkpKCmbOnNnjmrKG2a7ecmYJ65j6rOWLdcy29Hd9sYbZhrNnz8LPzw/BwcFYvHgxqqqqALCGdXGwPuTBUF5ejvj4eNy8eRMuLi7Ys2cPIiIiYDKZoNVq4ebmZjbe29sbly9fBgBcvnzZ7B9B1/6ufX2NaWhoQEtLC+rq6tDR0WFxzL/+9S9lDmuxDBW95etOV69exWuvvYZnn33WbPurr76KadOmwdnZGfv27cOqVavQ1NSE559/HgDzda/1la9FixYhMDAQfn5++Pbbb/Gb3/wGp0+fxueffw6A60st/V1jH3zwAcaMGYMpU6aYbecaGzjZ2dk4duwYjh492mNff64R19jA6ytnd2IdU5+1fLGO2Za7WV+sYeqLi4vDzp07ERYWhurqamzatAlPPPEEjh8/zhr2/4ZMQx4WFgaTyYT6+nrk5ORg6dKlKCoqUjss6kVv+ereMDQ0NGDmzJmIiIjAxo0bzY5/5ZVXlN9jY2PR3NyMt956S/mPlu6tvvLV/Y/M6Oho+Pr6IjExEZWVlRg9erSKUQ9t/VljLS0t+Pjjj83WUxeusYFx8eJFvPDCC9i/fz+GDRumdjjUD3eTM9Yx9fUnX6xjtuNu1hdrmG2YMWOG8vvYsWMRFxeHwMBAfPLJJ3ByclIxMtsxZN6yrtVqERISggkTJiAjIwMxMTH44x//CB8fH7S1teH69etm42tqauDj4wMA8PHx6XGHva7H1sa4urrCyckJnp6esLe3tzim+xzWYhkqestXl8bGRjz55JMYPnw49uzZA0dHxz7ni4uLw6VLl9Da2gqA+brXrOWru7i4OABARUUFAK4vtfQnZzk5Obhx4wZ+8YtfWJ2Pa+z+KCsrQ21tLcaPHw8HBwc4ODigqKgI7777LhwcHODt7c0aZmOs5ayjowMA65it6G++umMdU8/d5Is1zDa5ubkhNDQUFRUV7MP+35BpyO/U2dmJ1tZWTJgwAY6OjigoKFD2nT59GlVVVcrnKePj41FeXo7a2lplzP79++Hq6qq8mhQfH282R9eYrjm0Wi0mTJhgNqazsxMFBQXKmP7EMlR15Qu4/YpCcnIytFotcnNz+/Wqkclkgru7O3Q6HQDm637rnq87mUwmAICvry8Ari9bYSlnH3zwAX7605/Cy8vL6vFcY/dHYmIiysvLYTKZlJ+JEydi8eLFyu+sYbbFWs7s7e1Zx2xIf/J1J9Yx9dxNvljDbFNTUxMqKyvh6+vLPqzLfb1lnI14+eWXpaioSM6dOyfffvutvPzyy6LRaGTfvn0icvsW9wEBAXLgwAEpLS2V+Ph4iY+PV47vut1+cnKymEwmyc/PFy8vL4u321+7dq2cOnVKtm7davF2+zqdTnbu3CknT56UZ599Vtzc3MzuGmgtlqGgr3zV19dLXFycREdHS0VFhdlXKLS3t4vI7a902r59u5SXl8vZs2flT3/6kzg7O8v69euV52C+7p2+8lVRUSGvvvqqlJaWyrlz5+Svf/2rBAcHy9SpU5Xjub4GnrX/E0VEzp49KxqNRvbu3dvjeK4xdd15R2HWMNvXPWesY7ave75Yx2yfpbuss4bZjjVr1ojRaJRz587JoUOHJCkpSTw9PaW2tlZEWMNEhsjXnq1YsUICAwNFq9WKl5eXJCYmmv3h2dLSIqtWrRJ3d3dxdnaWp59+Wqqrq83mOH/+vMyYMUOcnJzE09NT1qxZY/b1JCIihYWFMm7cONFqtRIcHCw7duzoEcvmzZslICBAtFqtTJ48Wb7++muz/f2J5UHXV74KCwsFgMWfc+fOiYjI3r17Zdy4ceLi4iIPPfSQxMTESGZmpnR0dJg9D/N1b/SVr6qqKpk6dao8/PDDotPpJCQkRNauXWv2/a0iXF8Dzdr/iSIi6enp4u/v32PdiHCNqe3OPz5Zw2xf95yxjtm+7vliHbN9lhpy1jDbsWDBAvH19RWtVisjR46UBQsWSEVFhbKfNUxEI9LtHv9ERERERERENCCG7GfIiYiIiIiIiNTEhpyIiIiIiIhIBWzIiYiIiIiIiFTAhpyIiIiIiIhIBWzIiYiIiIiIiFTAhpyIiIiIiIhIBWzIiYiIiIiIiFTAhpyIiIiIiIhIBWzIiYiIHlAJCQlITU3tdf+yZcswe/bsAYvHmvPnz0Oj0cBkMqkdChER0YBgQ05ERHSfZWZmYvjw4Whvb1e2NTU1wdHREQkJCWZjjUYjNBoNKisrBzjK/01HRwfeeOMNhIeHw8nJCQ8//DDi4uLw/vvvqx0aERGRzXJQOwAiIqIHncFgQFNTE0pLS/HYY48BAP7xj3/Ax8cHJSUluHnzJoYNGwYAKCwsREBAAEaPHq1myHdt06ZN2LZtG7Zs2YKJEyeioaEBpaWlqKurUzs0IiIim8VXyImIiO6zsLAw+Pr6wmg0KtuMRiOeeuopBAUF4euvvzbbbjAY0NnZiYyMDAQFBcHJyQkxMTHIyckxm/f48eOYMWMGXFxc4O3tjSVLluDq1au9xpGXl4cRI0Zg9+7dPfbt2rULHh4eaG1tNds+e/ZsLFmyxOo55ubmYtWqVZg/fz6CgoIQExODZ555Bi+++KIyJj8/Hz/84Q/h5uYGDw8P/OQnP7H6TgBr55iTk4Po6Gg4OTnBw8MDSUlJaG5uthovERGRLWBDTkRENAAMBgMKCwuVx4WFhUhISIBer1e2t7S0oKSkBAaDARkZGdi1axcyMzNx4sQJrF69Gj//+c9RVFQEALh+/TqmTZuG2NhYlJaWIj8/HzU1NfjZz35m8fk//vhjLFy4ELt378bixYt77J8/fz46OjqQm5urbKutrUVeXh5WrFhh9fx8fHxw4MABXLlypdcxzc3NSEtLQ2lpKQoKCmBnZ4enn34anZ2dFsdbO8fq6mosXLgQK1aswKlTp2A0GjFnzhyIiNV4iYiIbAHfsk5ERDQADAYDUlNT0d7ejpaWFnzzzTfQ6/W4desWMjMzAQDFxcVobW1FQkICIiIi8Pe//x3x8fEAgODgYBw8eBDbtm2DXq/Hli1bEBsbi9dff115jqysLPj7++PMmTMIDQ1Vtm/duhXr1q3DF198Ab1ebzE+JycnLFq0CDt27MD8+fMBAB999BECAgJ6fM7dkt///veYN28efHx8EBkZiSlTpuCpp57CjBkzlDFz5841OyYrKwteXl44efIkoqKiesxp7RybmprQ3t6OOXPmIDAwEAAQHR1tNVYiIiJbwYaciIhoACQkJKC5uRlHjx5FXV0dQkND4eXlBb1ej+XLl+PmzZswGo0IDg5GU1MTbty4gR/96Edmc7S1tSE2NhYA8M9//hOFhYVwcXHp8VyVlZVKQ56Tk4Pa2locOnQIkyZN6jPGlStXYtKkSfjuu+8wcuRI7Ny5E8uWLYNGo7F6fhERETh+/DjKyspw6NAhfPXVV5g1axaWLVum3Njt7NmzWL9+PUpKSnD16lXllfGqqiqLDbm1c0xOTkZiYiKio6Mxffp0JCcnY968eXB3d7caLxERkS1gQ05ERDQAQkJC8Mgjj6CwsBB1dXXKK9V+fn7w9/fH4cOHUVhYiGnTpqGpqQnA7c98jxw50mwenU4H4PZd2mfNmoU333yzx3P5+voqv8fGxuLYsWPIysrCxIkT+2yuY2NjERMTg127diE5ORknTpxAXl5ev8/Rzs4OkyZNwqRJk5CamoqPPvoIS5Yswbp16xAUFIRZs2YhMDAQ27dvh5+fHzo7OxEVFYW2tjaL81k7R3t7e+zfvx+HDx/Gvn37sHnzZqxbtw4lJSUICgrqd9xERERqYUNOREQ0QAwGA4xGI+rq6rB27Vpl+9SpU7F3714cOXIEv/rVrxAREQGdToeqqqpe32I+fvx4fPbZZxg1ahQcHHov56NHj8bbb7+NhIQE2NvbY8uWLX3G+Mtf/hLvvPMOvvvuOyQlJcHf3//7nSxuv2oO3P7s+H//+1+cPn0a27dvxxNPPAEAOHjwYJ/H9+ccNRoNHn/8cTz++ONYv349AgMDsWfPHqSlpX3vuImIiAYKb+pGREQ0QAwGAw4ePAiTyWTWaOv1emzbtg1tbW0wGAwYPnw4XnzxRaxevRoffvghKisrcezYMWzevBkffvghACAlJQXXrl3DwoULcfToUVRWVuJvf/sbli9fjo6ODrPnDQ0NRWFhIT777DOkpqb2GeOiRYtw6dIlbN++vV83c+syb948/OEPf0BJSQkuXLgAo9GIlJQUhIaGIjw8HO7u7vDw8MCf//xnVFRU4MCBA1abZmvnWFJSgtdffx2lpaWoqqrC559/jitXrmDMmDH9jpuIiEhNbMiJiIgGiMFgQEtLC0JCQuDt7a1s1+v1aGxsVL4eDQBee+01vPLKK8jIyMCYMWPw5JNPIi8vT3krtp+fHw4dOoSOjg4kJycjOjoaqampcHNzg51dz/IeFhaGAwcO4C9/+QvWrFnTa4wjRozA3Llz4eLigtmzZ/f73KZPn44vvvgCs2bNQmhoKJYuXYrw8HDs27cPDg4OsLOzQ3Z2NsrKyhAVFYXVq1fjrbfe6nNOa+fo6uqKr776Cj/+8Y8RGhqK3/3ud3j77bfNbiRHRERkyzTC7wYhIiKibhITExEZGYl3331X7VCIiIgeaGzIiYiICABQV1cHo9GIefPm4eTJkwgLC1M7JCIiogcab+pGREREAG7fZb2urg5vvvlmj2Y8MjISFy5csHjctm3bsHjx4oEIkYiI6IHCV8iJiIjIqgsXLuDWrVsW93l7e2P48OEDHBEREdHgx4aciIiIiIiISAW8yzoRERERERGRCtiQExEREREREamADTkRERERERGRCtiQExEREREREamADTkRERERERGRCtiQExEREREREamADTkRERERERGRCv4PWH8YZM+WMNQAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore the distribution of Weekly_Sales\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.histplot(data=data, x='Weekly_Sales', kde=True)\n",
    "# sns.reset_orig()\n",
    "plt.title('Distribution of Weekly Sales')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.362398Z",
     "end_time": "2023-08-13T16:55:46.538399Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Weekly Sales vs Temperature')"
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAcAAAIjCAYAAAB/KXJYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAACMaUlEQVR4nOzde1xUdeL/8TcgV3EGFRFd8ZJSakYqFmKFpW5ktF2kLc0tV63WzSxhK/W7Zfcy20w3tcu3i30r72bfNVfNMLULW6a4XjbNXEs3RKRkRq5DcH5/9GO+ToAMMMz19Xw85lGcz2cOnxmOM+e8z+cSZBiGIQAAAAAAELCCPd0AAAAAAADgWYQDAAAAAAAEOMIBAAAAAAACHOEAAAAAAAABjnAAAAAAAIAARzgAAAAAAECAIxwAAAAAACDAEQ4AAAAAABDgCAcAAAAAAAhwhAMAALSCRx55REFBQSoqKjprvd///vfq2bOnexrVDFu3blVQUJC2bt3q6aYAAIBWRDgAAPB5K1euVFBQkNauXVun7MILL1RQUJA++uijOmXdu3fXsGHD3NFEt7HZbFqwYIEGDRokk8mkmJgYnX/++brzzjt14MABTzfPo7799lsFBQU59fj222893VyPeeqpp/Tee+95uhkAADdr4+kGAADQUpdeeqkk6ZNPPtENN9xg3261WrVv3z61adNGn376qa644gp72bFjx3Ts2DGNHTvW7e1tTZmZmdqwYYPGjRunO+64Q1VVVTpw4IDef/99DRs2TH379vV0Ez2mU6dOeuuttxy2Pffcc/rPf/6j559/vk7dQPXUU0/pxhtv1PXXX+/ppgAA3IhwAADg87p27apevXrpk08+cdiem5srwzD029/+tk5Z7c+1wYI/2LFjh95//309+eST+q//+i+HsoULF6q4uNgzDfMSbdu21e9+9zuHbcuXL9epU6fqbPcXNTU1stlsioiIoB0AgLNiWAEAwC9ceumlysvLU3l5uX3bp59+qvPPP1+jR4/WP/7xD9XU1DiUBQUF6ZJLLrFve/vtt5WcnKzIyEh16NBBY8eO1bFjx+r8rs8//1xXXXWVzGazoqKiNHz4cH366aeNtvG7775Tnz59NGDAAJ04caJOuWEY6tmzp6677ro6ZRUVFTKbzfrDH/7Q4P4PHz4sSQ6vqVZISIg6duzo0Ja77rpL5513niIjI9WxY0f99re/dbo7vTPvwenTpzV9+nT17NlT4eHhiouL069//Wvt2rWrwf2uXr1aQUFB2rZtW52yl19+WUFBQdq3b58kqaCgQBMnTlS3bt0UHh6uLl266LrrrmvxkIDKyko9/PDD6tOnj8LDw5WQkKAHHnhAlZWVDvWCgoJ09913a9WqVerfv78iIyOVmpqqvXv32tvbp08fRURE6PLLL6/Trssvv1wDBgzQzp07NWzYMEVGRqpXr1566aWXWtymd955R+eff77Cw8O1ceNGSdJf/vIXDRs2TB07dlRkZKSSk5O1evXqOs8vLS3Vm2++aR9i8fvf/15Sw/Nj1M6v4Ww7vv/+e02aNEmdO3dWeHi4zj//fL3++utn/6MAAFodPQcAAH7h0ksv1VtvvaXPP/9cl19+uaSfA4Bhw4Zp2LBhslgs2rdvn5KSkuxlffv2tV8wP/nkk3rooYd000036fbbb9fJkyf1wgsvKC0tTXl5eYqJiZEkbdmyRaNHj1ZycrIefvhhBQcH64033tCIESP08ccf6+KLL663fYcPH9aIESPUoUMHbd68WbGxsXXqBAUF6Xe/+53mzp2rH3/8UR06dLCXrVu3Tlar9ax3uHv06CFJeuedd3TJJZeoTZuGv+Z37Nihzz77TGPHjlW3bt307bff6sUXX9Tll1+uf/3rX4qKimrwuc6+B1OmTNHq1at19913q3///vrhhx/0ySef6KuvvtLgwYPr3XdGRoaio6O1cuVKDR8+3KFsxYoVOv/88zVgwABJPw+h2L9/v6ZNm6aePXuqsLBQmzdv1tGjR5s9yWNNTY2uvfZaffLJJ7rzzjvVr18/7d27V88//7y+/vrrOmPxP/74Y/3tb3/T1KlTJUlPP/20rrnmGj3wwANavHix7rrrLp06dUpz587VpEmTtGXLFofnnzp1SldffbVuuukmjRs3TitXrtQf//hHhYWFadKkSc1q05YtW7Ry5Urdfffdio2Ntb8XCxYs0LXXXqvx48fLZrNp+fLl+u1vf6v3339fGRkZkqS33npLt99+uy6++GLdeeedkqTevXs3672srx0nTpzQ0KFD7eFBp06dtGHDBk2ePFlWq1XTp09v1u8CALiAAQCAH9i/f78hyXj88ccNwzCMqqoqo23btsabb75pGIZhdO7c2Vi0aJFhGIZhtVqNkJAQ44477jAMwzC+/fZbIyQkxHjyyScd9rl3716jTZs29u01NTVGYmKikZ6ebtTU1NjrlZWVGb169TJ+/etf27c9/PDDhiTj5MmTxldffWV07drVuOiii4wff/zR4XdMmDDB6NGjh/3ngwcPGpKMF1980aHetddea/Ts2dPh9/5STU2NMXz4cEOS0blzZ2PcuHHGokWLjO+++65O3bKysjrbcnNzDUnG//zP/9i3ffTRR4Yk46OPPmrye2A2m42pU6c22N6GjBs3zoiLizN++ukn+7bjx48bwcHBxmOPPWYYhmGcOnXKkGQ8++yzTd7/mTIyMhze/7feessIDg42Pv74Y4d6L730kiHJ+PTTT+3bJBnh4eHGkSNH7NtefvllQ5IRHx9vWK1W+/ZZs2YZkhzq1v6tnnvuOfu2yspKY+DAgUZcXJxhs9ma1abg4GBj//79dV7rL//mNpvNGDBggDFixAiH7W3btjUmTJhQ5/m/PFZr1R7rZ2qoHZMnTza6dOliFBUVOWwfO3asYTab6z0uAQDuwbACAIBf6Nevnzp27GifS+Cf//ynSktL7asRDBs2zN7tPTc3V9XV1fb5Bt59913V1NTopptuUlFRkf0RHx+vxMRE+0oHu3fv1qFDh3TLLbfohx9+sNcrLS3VyJEjtX37doehC5K0b98+DR8+XD179tSHH36o9u3bn/V1nHvuuUpJSdE777xj3/bjjz9qw4YNGj9+fJ3u22cKCgrSpk2b9MQTT6h9+/ZatmyZpk6dqh49eujmm292mHMgMjLS/v9VVVX64Ycf1KdPH8XExJy1239T3oOYmBh9/vnnys/PP+tr/qWbb75ZhYWFDssnrl69WjU1Nbr55pvt7Q8LC9PWrVt16tSpJu3/bFatWqV+/fqpb9++DsfCiBEjJKnOqhcjR4506KWQkpIi6edeDe3atauz/d///rfD89u0aeMwVCQsLEx/+MMfVFhYqJ07dzarTcOHD1f//v3rvLYz/+anTp2SxWLRZZdddta/d0v8sh2GYWjNmjX6zW9+I8MwHF5Lenq6LBZLq7UFANA4hhUAAPxCUFCQhg0bZr84/fTTTxUXF6c+ffpI+jkcWLhwoSTZQ4LacODQoUMyDEOJiYn17js0NNReT5ImTJjQYDssFotDAPCb3/xGnTt31qZNmxQdHe3Ua7ntttt0991367vvvlOPHj20atUqVVVV6dZbb230ueHh4frzn/+sP//5zzp+/Li2bdumBQsWaOXKlQoNDdXbb78tSSovL9fTTz+tN954Q99//70Mw3B4DQ1pynswd+5cTZgwQQkJCUpOTtbVV1+t2267Teecc85ZX0PtXAYrVqzQyJEjJf08pGDgwIE699xz7a/zmWee0Z/+9Cd17txZQ4cO1TXXXKPbbrtN8fHxjb5PZ3t9X331VYOrFRQWFjr83L17d4efzWazJCkhIaHe7b8MMrp27aq2bds6bKt9jd9++62GDh3a5Db16tWr3nrvv/++nnjiCe3evdthroKzBU4t8ct2nDx5UsXFxXrllVf0yiuv1PucX74WAID7EA4AAPzGpZdeqnXr1mnv3r32+QZqDRs2TPfff7++//57ffLJJ+ratav9IrWmpkZBQUHasGGDQkJC6uy39qK+9o74s88+q4EDB9bbhl8GAJmZmXrzzTf1zjvvnHUywTONHTtWWVlZeuedd/Rf//VfevvttzVkyBCdd955Tj2/VpcuXTR27FhlZmbq/PPP18qVK7VkyRK1adNG06ZN0xtvvKHp06crNTVVZrNZQUFBGjt2bJ3eD2dqyntw00036bLLLtPatWv1wQcf6Nlnn9Uzzzyjd999V6NHj27wd4SHh+v666/X2rVrtXjxYp04cUKffvqpnnrqKYd606dP129+8xu999572rRpkx566CE9/fTT2rJliwYNGtSk9+rM13fBBRdo3rx59Zb/8qK/vuPlbNvPDGFaq01n9hCo9fHHH+vaa69VWlqaFi9erC5duig0NFRvvPGGli5d6lQ7GgoRqqur693+y3bUHju/+93vGgyXaucEAQC4H+EAAMBv1PYE+OSTT/Tpp586TG6WnJys8PBwbd26VZ9//rmuvvpqe1nv3r1lGIZ69eplv2tbn9qJ2Uwmk0aNGuVUm5599lm1adNGd911l9q1a6dbbrml0ed06NBBGRkZeueddzR+/Hh9+umnmj9/vlO/rz6hoaFKSkrSoUOH7MMlVq9erQkTJui5556z16uoqGh0ucOmvgddunTRXXfdpbvuukuFhYUaPHiwnnzyybOGA9LPQwvefPNN5eTk6KuvvpJhGPYhBb9sz5/+9Cf96U9/0qFDhzRw4EA999xz9h4STdW7d2/985//1MiRI1vtjvqZ8vPzVVpa6tB74Ouvv5Yk+3AFV7RpzZo1ioiI0KZNmxQeHm7f/sYbb9Sp29DvaN++fb3Hx3fffedUGzp16qR27dqpurra6X8/AAD3Yc4BAIDfGDJkiCIiIvTOO+/o+++/d+g5EB4ersGDB2vRokUqLS21BwmSNGbMGIWEhOjRRx+tc2fXMAz98MMPkn4OGHr37q2//OUvKikpqfP7T548WWdbUFCQXnnlFd14442aMGGC/va3vzn1Wm699Vb961//0v3336+QkBCNHTu20eccOnRIR48erbO9uLhYubm5at++vb1rekhISJ3X+sILLzR4F7iWs+9BdXV1neEJcXFx6tq1a53l9+ozatQodejQQStWrNCKFSt08cUXO3RTLysrU0VFhcNzevfurXbt2jm1/4bcdNNN+v777/Xf//3fdcrKy8tVWlra7H3X56efftLLL79s/9lms+nll19Wp06dlJyc7LI2hYSEKCgoyOHv++2339ZZ6UCS2rZtW28I0Lt3b1ksFu3Zs8e+7fjx41q7dm2jv7+2DZmZmVqzZo19Ocoz1ffvBwDgPvQcAAD4jbCwMF100UX6+OOPFR4ebr+4qjVs2DD7nfIzw4HevXvriSee0KxZs/Ttt9/q+uuvV7t27XTkyBGtXbtWd955p+677z4FBwfr1Vdf1ejRo3X++edr4sSJ+tWvfqXvv/9eH330kUwmk9atW1enXcHBwXr77bd1/fXX66abbtLf//53+2RyDcnIyFDHjh21atUqjR49WnFxcY2+/n/+85+65ZZbNHr0aF122WXq0KGDvv/+e7355pvKz8/X/Pnz7d3dr7nmGr311lsym83q37+/cnNz9eGHH9qXdmyIs+/B6dOn1a1bN91444268MILFR0drQ8//FA7duxw6K3QkNDQUI0ZM0bLly9XaWmp/vKXvziUf/311xo5cqRuuukm9e/fX23atNHatWt14sQJp4KUhtx6661auXKlpkyZoo8++kiXXHKJqqurdeDAAa1cuVKbNm3SkCFDmr3/X+rataueeeYZffvttzr33HO1YsUK7d69W6+88op9rgtXtCkjI0Pz5s3TVVddpVtuuUWFhYVatGiR+vTp43CxL/0cAH344YeaN2+eunbtql69eiklJUVjx47VjBkzdMMNN+iee+5RWVmZXnzxRZ177rlOTyQ4Z84cffTRR0pJSdEdd9yh/v3768cff9SuXbv04Ycf6scff2zeGwkAaDlPLZMAAEBrqF0ybtiwYXXK3n33XUOS0a5dO4dl8mqtWbPGuPTSS422bdsabdu2Nfr27WtMnTrVOHjwoEO9vLw8Y8yYMUbHjh2N8PBwo0ePHsZNN91k5OTk2OucuZRhrbKyMmP48OFGdHS08Y9//MMwjIaXhzMMw7jrrrsMScbSpUudeu0nTpww5syZYwwfPtzo0qWL0aZNG6N9+/bGiBEjjNWrVzvUPXXqlDFx4kQjNjbWiI6ONtLT040DBw4YPXr0cFjG7pdLGTr7HlRWVhr333+/ceGFFxrt2rUz2rZta1x44YXG4sWLnXothmEYmzdvNiQZQUFBxrFjxxzKioqKjKlTpxp9+/Y12rZta5jNZiMlJcVYuXKl0/s3jLpLGRrGz0v8PfPMM8b5559vhIeHG+3btzeSk5ONRx991LBYLPZ6kuos1XjkyJF6l1isfR9XrVpl3zZ8+HDj/PPPN7788ksjNTXViIiIMHr06GEsXLiwTjtb0qZar732mpGYmGiEh4cbffv2Nd544416lyE8cOCAkZaWZkRGRhqSHI6HDz74wBgwYIARFhZmnHfeecbbb7/d4FKGDbXjxIkTxtSpU42EhAQjNDTUiI+PN0aOHGm88sor9dYHALhHkGE0Y2YcAADQ6rKysvTaa6+poKBAUVFRnm4OXOzyyy9XUVFRvV3sAQBwN+YcAADAC1VUVOjtt99WZmYmwQAAAGh1zDkAAIAXKSws1IcffqjVq1frhx9+0L333uvpJgEAgABAOAAAgBf517/+pfHjxysuLk5//etfNXDgQE83CQAABADmHAAAAAAAIMAx5wAAAAAAAAGOcAAAAAAAgADHnANuVFNTo/z8fLVr105BQUGebg4AAAAAwM8ZhqHTp0+ra9euCg5uuH8A4YAb5efnKyEhwdPNAAAAAAAEmGPHjqlbt24NlhMOuFG7du0k/fxHMZlMHm4NAAAAAMDfWa1WJSQk2K9HG0I44Ea1QwlMJhPhAAAAAADAbRob2s6EhAAAAAAABDjCAQAAAAAAAhzhAAAAAAAAAY5wAAAAAACAAEc4AAAAAABAgCMcAAAAAAAgwBEOAAAAAAAQ4AgHAAAAAAAIcIQDAAAAAAAEOMIBAAAAAAACHOEAAAAAAAABjnAAAAAAAIAA59Fw4JFHHlFQUJDDo2/fvvbyiooKTZ06VR07dlR0dLQyMzN14sQJh30cPXpUGRkZioqKUlxcnO6//3799NNPDnW2bt2qwYMHKzw8XH369NGSJUvqtGXRokXq2bOnIiIilJKSoi+++MKh3Jm2AAAAAADgizzec+D888/X8ePH7Y9PPvnEXpaVlaV169Zp1apV2rZtm/Lz8zVmzBh7eXV1tTIyMmSz2fTZZ5/pzTff1JIlSzR79mx7nSNHjigjI0NXXHGFdu/erenTp+v222/Xpk2b7HVWrFih7OxsPfzww9q1a5cuvPBCpaenq7Cw0Om2AAAAAADgq4IMwzA89csfeeQRvffee9q9e3edMovFok6dOmnp0qW68cYbJUkHDhxQv379lJubq6FDh2rDhg265pprlJ+fr86dO0uSXnrpJc2YMUMnT55UWFiYZsyYofXr12vfvn32fY8dO1bFxcXauHGjJCklJUUXXXSRFi5cKEmqqalRQkKCpk2bppkzZzrVFmdYrVaZzWZZLBaZTKZmv28AgMBmKbOpqMQma0WVTJGhim0bJnNUmKebBQAAvJCz16Ee7zlw6NAhde3aVeecc47Gjx+vo0ePSpJ27typqqoqjRo1yl63b9++6t69u3JzcyVJubm5uuCCC+zBgCSlp6fLarVq//799jpn7qO2Tu0+bDabdu7c6VAnODhYo0aNstdxpi31qayslNVqdXgAANAS+cXluntZnkbO26YbFn+mkc9t07RlecovLvd00wAAgA/zaDiQkpKiJUuWaOPGjXrxxRd15MgRXXbZZTp9+rQKCgoUFhammJgYh+d07txZBQUFkqSCggKHYKC2vLbsbHWsVqvKy8tVVFSk6urqeuucuY/G2lKfp59+Wmaz2f5ISEhw7o0BAKAeljKbZqzZo48PFTls336oSDPX7JGlzOahlgEAAF/XxpO/fPTo0fb/T0pKUkpKinr06KGVK1cqMjLSgy1zjVmzZik7O9v+s9VqJSAAADRbUYmtTjBQa/uhIhWV2BheAAAAmsXjwwrOFBMTo3PPPVfffPON4uPjZbPZVFxc7FDnxIkTio+PlyTFx8fXWTGg9ufG6phMJkVGRio2NlYhISH11jlzH421pT7h4eEymUwODwAAmstaUXXW8tONlAMAADTEq8KBkpISHT58WF26dFFycrJCQ0OVk5NjLz948KCOHj2q1NRUSVJqaqr27t3rsKrA5s2bZTKZ1L9/f3udM/dRW6d2H2FhYUpOTnaoU1NTo5ycHHsdZ9oCAEBrM0WEnrW8XSPlAAAADfHosIL77rtPv/nNb9SjRw/l5+fr4YcfVkhIiMaNGyez2azJkycrOztbHTp0kMlk0rRp05SammpfHeDKK69U//79deutt2ru3LkqKCjQgw8+qKlTpyo8PFySNGXKFC1cuFAPPPCAJk2apC1btmjlypVav369vR3Z2dmaMGGChgwZoosvvljz589XaWmpJk6cKElOtQUAgNYWGx2mtMRYba9naEFaYqxioxlSAAAAmsej4cB//vMfjRs3Tj/88IM6deqkSy+9VP/4xz/UqVMnSdLzzz+v4OBgZWZmqrKyUunp6Vq8eLH9+SEhIXr//ff1xz/+UampqWrbtq0mTJigxx57zF6nV69eWr9+vbKysrRgwQJ169ZNr776qtLT0+11br75Zp08eVKzZ89WQUGBBg4cqI0bNzpMUthYWwAAaG3mqDDNyUzSzDV7HAKCtMRYPZOZxHwDAACg2YIMwzA83YhA4ez6kgAAnI2lzKaiEptOV1SpXUSoYqPDCAYAAEC9nL0O9WjPAQAA0HTmKMIAAADgWl41ISEAAAAAAHA/wgEAAAAAAAIc4QAAAAAAAAGOcAAAAAAAgABHOAAAAAAAQIAjHAAAAAAAIMCxlCEAAACazVJmU1GJTdaKKpkiQxXblqU2AcAXEQ4AAACgWfKLyzVjzR59fKjIvi0tMVZzMpPUNSbSgy0DADQVwwoAAADQZJYyW51gQJK2HyrSzDV7ZCmzeahlAIDmoOcAAAAAmqyoxFYnGKi1/VCRikpsDC+A12EYDNAwwgEAAAA0mbWi6qzlpxspB9yNYTDA2TGsAAAAAE1migg9a3m7RsoBd2IYDNA4wgEAAAA0WWx0mNISY+stS0uMVWw0XbXhPZwZBgMEOsIBAAAANJk5KkxzMpPqBARpibF6JjOJcdzwKgyDARrHnAMAAABolq4xkXph3CAVldh0uqJK7SJCFRvNBG/wPgyDARpHOAAAAIBmM0cRBsD71Q6D2V7P0AKGwQA/Y1gBAAAAAL/GMBigcfQcAAAAAOD3GAYDnB3hAAAAAICAwDAYoGEMKwAAAAAAIMARDgAAAAAAEOAIBwAAAAAACHCEAwAAAAAABDjCAQAAAAAAAhzhAAAAAAAAAY5wAAAAAACAAEc4AAAAAABAgCMcAAAAAAAgwBEOAAAAAAAQ4AgHAAAAAAAIcIQDAAAAAAAEOMIBAAAAAAACHOEAAAAAAAABjnAAAAAAAIAA18bTDQAAV7GU2VRUYpO1okqmyFDFtg2TOSrM080CAAAAvB7hAAC/kF9crhlr9ujjQ0X2bWmJsZqTmaSuMZEebBkAAADg/RhWAMDnWcpsdYIBSdp+qEgz1+yRpczmoZYBAAAAvoFwAIDPKyqx1QkGam0/VKSiEsIBAAAA4GwIBwD4PGtF1VnLTzdSDgAAAAQ6wgEAPs8UEXrW8naNlAMAAACBjnAAgM+LjQ5TWmJsvWVpibGKjWbFAgAAAOBsCAcA+DxzVJjmZCbVCQjSEmP1TGYSyxkCAAAAjfCacGDOnDkKCgrS9OnTJUnffvutgoKC6n2sWrXK/rz6ypcvX+6w761bt2rw4MEKDw9Xnz59tGTJkjq/f9GiRerZs6ciIiKUkpKiL774wqG8oqJCU6dOVceOHRUdHa3MzEydOHHC5e8DgObpGhOpF8YNUk72cL131zDlZA/XC+MGqQvLGAIAAACN8opwYMeOHXr55ZeVlJRk35aQkKDjx487PB599FFFR0dr9OjRDs9/4403HOpdf/319rIjR44oIyNDV1xxhXbv3q3p06fr9ttv16ZNm+x1VqxYoezsbD388MPatWuXLrzwQqWnp6uwsNBeJysrS+vWrdOqVau0bds25efna8yYMa33pgBoMnNUmHrHRWtg9/bqHRdNjwEAAADASUGGYRiebEBJSYkGDx6sxYsX64knntDAgQM1f/78eusOGjRIgwcP1muvvWbfFhQUpLVr1zoEAmeaMWOG1q9fr3379tm3jR07VsXFxdq4caMkKSUlRRdddJEWLlwoSaqpqVFCQoKmTZummTNnymKxqFOnTlq6dKluvPFGSdKBAwfUr18/5ebmaujQoU69VqvVKrPZLIvFIpPJ5NRzAAAAAABoLmevQz3ec2Dq1KnKyMjQqFGjzlpv586d2r17tyZPnlzvPmJjY3XxxRfr9ddf15l5R25ubp19p6enKzc3V5Jks9m0c+dOhzrBwcEaNWqUvc7OnTtVVVXlUKdv377q3r27vU59KisrZbVaHR4AAAAAAHibNp785cuXL9euXbu0Y8eORuu+9tpr6tevn4YNG+aw/bHHHtOIESMUFRWlDz74QHfddZdKSkp0zz33SJIKCgrUuXNnh+d07txZVqtV5eXlOnXqlKqrq+utc+DAAfs+wsLCFBMTU6dOQUFBg21++umn9eijjzb62gAAAAAA8CSPhQPHjh3Tvffeq82bNysiIuKsdcvLy7V06VI99NBDdcrO3DZo0CCVlpbq2WeftYcDnjRr1ixlZ2fbf7ZarUpISPBgiwAAAAAAqMtjwwp27typwsJCDR48WG3atFGbNm20bds2/fWvf1WbNm1UXV1tr7t69WqVlZXptttua3S/KSkp+s9//qPKykpJUnx8fJ1VBU6cOCGTyaTIyEjFxsYqJCSk3jrx8fH2fdhsNhUXFzdYpz7h4eEymUwODwAAAAAAvI3HwoGRI0dq79692r17t/0xZMgQjR8/Xrt371ZISIi97muvvaZrr71WnTp1anS/u3fvVvv27RUeHi5JSk1NVU5OjkOdzZs3KzU1VZIUFham5ORkhzo1NTXKycmx10lOTlZoaKhDnYMHD+ro0aP2OgAAAAAA+CqPDSto166dBgwY4LCtbdu26tixo8P2b775Rtu3b9ff//73OvtYt26dTpw4oaFDhyoiIkKbN2/WU089pfvuu89eZ8qUKVq4cKEeeOABTZo0SVu2bNHKlSu1fv16e53s7GxNmDBBQ4YM0cUXX6z58+ertLRUEydOlCSZzWZNnjxZ2dnZ6tChg0wmk6ZNm6bU1FSnVyoA4B8sZTYVldhkraiSKTJUsW3DWDIRAAA/wfc8AplHJyR0xuuvv65u3brpyiuvrFMWGhqqRYsWKSsrS4ZhqE+fPpo3b57uuOMOe51evXpp/fr1ysrK0oIFC9StWze9+uqrSk9Pt9e5+eabdfLkSc2ePVsFBQUaOHCgNm7c6DBJ4fPPP6/g4GBlZmaqsrJS6enpWrx4ceu+eABeJb+4XDPW7NHHh4rs29ISYzUnM0ldYyI92DIAANBSfM8j0AUZZ677h1bl7PqSALyPpcymu5flOZww1EpLjNUL4wZxZwEAAB/F9zz8mbPXoR6bcwAAfElRia3eEwZJ2n6oSEUlNje3CAAAuArf84APDCsAAG9grag6a/npRsoBAIB7NWX+AL7nAcIBAHBKdPjZPy7bNlIOAADcp6nzB5giQs+6v3aNlAP+gGEFAOCEsJBgXdKnY71ll/TpqLAQPk4BAPAGljJbnWBA+nl4wMw1e2QpqztEIDY6TGmJsfXuLy0xVrHRzDcA/8fZLAA4objcpomX9KoTEFzSp6MmXtJLlnLGIgIA4A2aM3+AOSpMczKT6gQEaYmxeiYzickIERDoBwsATogOD9W4//5cky7tpUmX9FLlTzUKbxOsvGPFumdZntbdfamnmwgAANT8+QO6xkTqhXGDVFRi0+mKKrWLCFVsdMPzFAD+hnAAAJwQGx2mIT3aa+GWb+qU0d0QAADv0ZL5A8xRhAEIXAwrAAAn0N0QAADfwPwBQPMEGYZheLoRgcJqtcpsNstischkMnm6OQCaoXZZJLobAgDgvfKLyzVzzR5t/8VqBc9kJqlLPasVAP7M2etQhhUAQBPQ3RAAAO/H/AFA0xEOAAAAAPA7BPpA0zDnAAAAAAAAAY5wAAAAAACAAEc4AAAAAABAgCMcAAAAAAAgwBEOAAAAAAAQ4AgHAAAAAAAIcIQDAAAAAAAEOMIBAAAAAAACHOEAAAAAAAABjnAAAAAAAIAARzgAAAAAAECAIxwAAAAAACDAEQ4AAAAAABDg2ni6AQAAAEAgsZTZVFRik7WiSqbIUMW2DZM5KszTzQIQ4AgHAAAAADfJLy7XjDV79PGhIvu2tMRYzclMUteYSA+2DECgY1gBAL9jKbPpcGGJ8o6e0uGTJbKU2TzdJAAAZCmz1QkGJGn7oSLNXLOH7ysAHkXPAQB+hTsyAABvVVRiqxMM1Np+qEhFJTaGFwDwGHoOAPAb3JEBAHgza0XVWctPN1IOAK2JcACA33DmjgwAAJ5iigg9a3m7RsoBoDURDgDwG9yRAQB4s9joMKUlxtZblpYYq9hohhQA8BzCAQB+gzsyAABvZo4K05zMpDoBQVpirJ7JTGK+AQAexYSEAPxG7R2Z7fUMLeCODADAG3SNidQL4wapqMSm0xVVahcRqtjoMIIBAB5HzwEAfoM7MgAAX2COClPvuGgN7N5eveOi+X4C4BXoOQDAr3BHBgAAAGg6wgEAfsccRRgAAAAANAXDCgAAAAAACHD0HAAAH2Eps6moxCZrRZVMkaGKbUsPCQAAALgG4QAA+ID84nLNWLNHH5+xEkNaYqzmZCapa0ykB1sGAAAAf8CwAgDwcpYyW51gQJK2HyrSzDV7ZCmzeahlAAAA8BeEAwDg5YpKbHWCgVrbDxWpqIRwAAAAAC1DOAAAXs5aUXXW8tONlAMAAACNIRwAAC9nigg9a3m7RsoBAACAxnhNODBnzhwFBQVp+vTp9m2XX365goKCHB5TpkxxeN7Ro0eVkZGhqKgoxcXF6f7779dPP/3kUGfr1q0aPHiwwsPD1adPHy1ZsqTO71+0aJF69uypiIgIpaSk6IsvvnAor6io0NSpU9WxY0dFR0crMzNTJ06ccNnrB4CGxEaHKS0xtt6ytMRYxUazYgEAAABaxivCgR07dujll19WUlJSnbI77rhDx48ftz/mzp1rL6uurlZGRoZsNps+++wzvfnmm1qyZIlmz55tr3PkyBFlZGToiiuu0O7duzV9+nTdfvvt2rRpk73OihUrlJ2drYcffli7du3ShRdeqPT0dBUWFtrrZGVlad26dVq1apW2bdum/Px8jRkzppXeEQD4P+aoMM3JTKoTEKQlxuqZzCSWMwRczFJm0+HCEuUdPaXDJ0uY9BMAEBCCDMMwPNmAkpISDR48WIsXL9YTTzyhgQMHav78+ZJ+7jlw5s+/tGHDBl1zzTXKz89X586dJUkvvfSSZsyYoZMnTyosLEwzZszQ+vXrtW/fPvvzxo4dq+LiYm3cuFGSlJKSoosuukgLFy6UJNXU1CghIUHTpk3TzJkzZbFY1KlTJy1dulQ33nijJOnAgQPq16+fcnNzNXToUKdeq9VqldlslsVikclkas7bBSCAWcpsKiqx6XRFldpFhCo2OoxgAHAxlg0FAPgbZ69DPd5zYOrUqcrIyNCoUaPqLX/nnXcUGxurAQMGaNasWSorK7OX5ebm6oILLrAHA5KUnp4uq9Wq/fv32+v8ct/p6enKzc2VJNlsNu3cudOhTnBwsEaNGmWvs3PnTlVVVTnU6du3r7p3726vU5/KykpZrVaHBwA0lzkqTL3jojWwe3v1josmGABcjGVDAQCBrI0nf/ny5cu1a9cu7dixo97yW265RT169FDXrl21Z88ezZgxQwcPHtS7774rSSooKHAIBiTZfy4oKDhrHavVqvLycp06dUrV1dX11jlw4IB9H2FhYYqJialTp/b31Ofpp5/Wo48+2si7AAAAvIEzy4YSyiEQ1fZcs1ZUyRQZqti29FwD/JHHwoFjx47p3nvv1ebNmxUREVFvnTvvvNP+/xdccIG6dOmikSNH6vDhw+rdu7e7mtpss2bNUnZ2tv1nq9WqhIQED7YIAAA0hGVDgboYagMEDo8NK9i5c6cKCws1ePBgtWnTRm3atNG2bdv017/+VW3atFF1dXWd56SkpEiSvvnmG0lSfHx8nRUDan+Oj48/ax2TyaTIyEjFxsYqJCSk3jpn7sNms6m4uLjBOvUJDw+XyWRyeAAAAO/EsqGAI4baAIHFY+HAyJEjtXfvXu3evdv+GDJkiMaPH6/du3crJCSkznN2794tSerSpYskKTU1VXv37nVYVWDz5s0ymUzq37+/vU5OTo7DfjZv3qzU1FRJUlhYmJKTkx3q1NTUKCcnx14nOTlZoaGhDnUOHjyoo0eP2usAAADfxrKhgCNnhtoA8B8eG1bQrl07DRgwwGFb27Zt1bFjRw0YMECHDx/W0qVLdfXVV6tjx47as2ePsrKylJaWZl/y8Morr1T//v116623au7cuSooKNCDDz6oqVOnKjw8XJI0ZcoULVy4UA888IAmTZqkLVu2aOXKlVq/fr3992ZnZ2vChAkaMmSILr74Ys2fP1+lpaWaOHGiJMlsNmvy5MnKzs5Whw4dZDKZNG3aNKWmpjq9UgEAAPButcuGzlyzR9t/0YWaZUMRiBhqAwQWj05IeDZhYWH68MMP7RfqCQkJyszM1IMPPmivExISovfff19//OMflZqaqrZt22rChAl67LHH7HV69eql9evXKysrSwsWLFC3bt306quvKj093V7n5ptv1smTJzV79mwVFBRo4MCB2rhxo8Mkhc8//7yCg4OVmZmpyspKpaena/Hixe55MwAAgFt0jYnUC+MGsWwoIIbaAIEmyDAMw9ONCBTOri8JAAAAeJqlzKZpy/IcetLUSkuM1QvjBhGcAT7A2etQj805AAAAAMB71Q61+eVcHAy1AfyT1w4rAAAAAOBZDLUBAgfhAAAAAIAGmaMIA4BAwLACAAAAAAACHOEAAAAAAAABjnAAAAAAAIAARzgAAAAAAECAY0JCAAAAAC1mKbOpqMQma0WVTJGhim3LRIaALyEcAAAAANAi+cXlmrFmjz4+VGTflpYYqzmZSeoaE+nBlgFwFsMKAAAAADSbpcxWJxiQpO2HijRzzR5ZymweahmApiAcAAAAANBsRSW2OsFAre2HilRUQjgA+ALCAQAAAADNZq2oOmv56UbKAXgHwgEAAAAAzWaKCD1rebtGygF4B8IBAAAAAM0WGx2mtMTYesvSEmMVG82KBYAvIBwAAAAA0GzmqDDNyUyqExCkJcbqmcwkljMEfARLGQIAAABoka4xkXph3CAVldh0uqJK7SJCFRsdFvDBgKXMpqISm6wVVTJFhiq2Le8JvBfhAAAAgItxQYBAZI7iOD9TfnF5nSUe0xJjNSczSV1jIj3YMqB+hAMAAL/AxRi8BRcEACxltjqfA9LPSzvOXLNHL4wbxHfU/8f3t/cgHAAA+DwuxuAtuCAAIElFJbY6nwO1th8qUlGJjc8C8f3tbZiQEADg0xq7GLOU2TzUMvewlNl0uLBEeUdP6fDJEr9/vd7OmQsCAP7PWlF11vLTjZQHgkD//vZG9BwARHcmwJcF8t0Z7rh4Hy4I3IPvbXg7U0ToWcvbNVIeCAL5+9tbEQ4g4HFyDfi2QL0Yo/u6d+KCoPXxvQ1fEBsdprTEWG2v5+I3LTFWsdF8Pgfq97c3Y1gBAhrdmQDfF6gXY3Rf9061FwT14YKg5fjehq8wR4VpTmZSnc+DtMRYPZOZRHirwP3+9mb0HEBAozsT4PsC9e4Md1y8U+0Fwcw1exyOSS4IXIPvbfiSrjGRemHcIBWV2HS6okrtIkIVG80QmFqB+v3tzQgHENA4uQZ8X6BejHHHxXtxQdB6+N6GrzFH8W+/IYH6/e3NCAcQ0Di5BvxDIF6MccfFu3FB0Dr43gb8SyB+f3sz5hxAQGNsKOA/zFFh6h0XrYHd26t3XLTfn1gwnhWBiO9twP8E2ve3NwsyDMPwdCMChdVqldlslsVikclk8nRz8P/lF5c32J2pC7MeA/BytUu6cccFgYLvbQBoGmevQwkH3IhwwHtxcg0AgO/gexsAnOfsdShzDgBibCgAAL6E720AcD3CAQAAAMCP1fa0sFZUyRQZqti2hCsA6iIcAAAAAPxUfnG5ZqzZo49/MUfDnMwkdXXDHA0EE4DvIBwAAACAR3EB2TosZbY6wYAkbT9UpJlr9uiFcYNa9X32dDABoGkIBwAAAOAxXEC2nqISW51goNb2Q0UqKrG1Wjjg6WACQNMFe7oBAAAAzrKU2XS4sER5R0/p8MkSWcpsnm4SWqCxC0j+vi1jrag6a/npRspbwplgAoB3oecAAAB+IBC6ZXOH2f948s52IDBFhJ61vF0j5S3hyWACQPMQDgAA4OMC4aKZLsr+iQvI1hUbHaa0xFhtryeASUuMVWx06/2b8WQwAaB5GFYAAIAPC5Ru2XRR9k9cQLYuc1SY5mQmKS0x1mF7WmKsnslMatVArTaYqE9rBxMAmoeeAwAA+LBA6ZbNHWb/5Mk724Gia0ykXhg3SEUlNp2uqFK7iFDFRrf+sKPaYGLmmj0Of193BBMAmodwAAAAHxYoF83cYfZPXEC6hznKM3OQeCqYANA8hAMAAPiwQLlo5g6z/+IC0r95KpgA0HTMOQAAgA8LlHG9nhw7jdZnjgpT77hoDezeXr3jovl7AoAHBBmGYXi6EYHCarXKbDbLYrHIZDJ5ujkAAD+RX1zeYLfsLn6yWkGt2iUbucMMAIBznL0O9ZqeA3PmzFFQUJCmT58uSfrxxx81bdo0nXfeeYqMjFT37t11zz33yGKxODwvKCiozmP58uUOdbZu3arBgwcrPDxcffr00ZIlS+r8/kWLFqlnz56KiIhQSkqKvvjiC4fyiooKTZ06VR07dlR0dLQyMzN14sQJl74HAAA0R2237Jzs4XrvrmHKyR6uF8YN8rtgQOIOMwDPs5TZdLiwRHlHT+nwyRK/WRUG8Io5B3bs2KGXX35ZSUlJ9m35+fnKz8/XX/7yF/Xv31/fffedpkyZovz8fK1evdrh+W+88Yauuuoq+88xMTH2/z9y5IgyMjI0ZcoUvfPOO8rJydHtt9+uLl26KD09XZK0YsUKZWdn66WXXlJKSormz5+v9PR0HTx4UHFxcZKkrKwsrV+/XqtWrZLZbNbdd9+tMWPG6NNPP23FdwYAAOcwrhcAWl9+cXmd5WPTEmM1JzNJXf0wkEVg8fiwgpKSEg0ePFiLFy/WE088oYEDB2r+/Pn11l21apV+97vfqbS0VG3a/JxrBAUFae3atbr++uvrfc6MGTO0fv167du3z75t7NixKi4u1saNGyVJKSkpuuiii7Rw4UJJUk1NjRISEjRt2jTNnDlTFotFnTp10tKlS3XjjTdKkg4cOKB+/fopNzdXQ4cOrfd3V1ZWqrKy0v6z1WpVQkICwwoAAAAAH2Mps+nuZXn1Lh+blhirF8YNIqSFV/KZYQVTp05VRkaGRo0a1Wjd2hdTGwycuY/Y2FhdfPHFev3113Vm3pGbm1tn3+np6crNzZUk2Ww27dy506FOcHCwRo0aZa+zc+dOVVVVOdTp27evunfvbq9Tn6efflpms9n+SEhIaPQ1Ar6KLnYAAMCfFZXY6g0GJGn7oSIVlXDuA9/m0WEFy5cv165du7Rjx45G6xYVFenxxx/XnXfe6bD9scce04gRIxQVFaUPPvhAd911l0pKSnTPPfdIkgoKCtS5c2eH53Tu3FlWq1Xl5eU6deqUqqur661z4MAB+z7CwsIchivU1ikoKGiwzbNmzVJ2drb959qeA4C/oYsdAADer3ZCT2tFlUyRoYpty3CkprBWVJ21/HQj5YC381g4cOzYMd17773avHmzIiIizlrXarUqIyND/fv31yOPPOJQ9tBDD9n/f9CgQSotLdWzzz5rDwc8KTw8XOHh4Z5uBtCqLGW2OsGA9HOCPnPNHrrYAWgxLmiAliPIbzlTROhZy9s1Ug54O48NK9i5c6cKCws1ePBgtWnTRm3atNG2bdv017/+VW3atFF1dbUk6fTp07rqqqvUrl07rV27VqGhZ/9Hl5KSov/85z/2sf7x8fF1VhU4ceKETCaTIiMjFRsbq5CQkHrrxMfH2/dhs9lUXFzcYB0gUNHFDkBryi8u193L8jRy3jbdsPgzjXxum6Yty1N+cbmnmwb4jMaCfIYCOic2OkxpibH1lqUlxio2mtASvs1j4cDIkSO1d+9e7d692/4YMmSIxo8fr927dyskJERWq1VXXnmlwsLC9Le//a3RHgaStHv3brVv395+xz41NVU5OTkOdTZv3qzU1FRJUlhYmJKTkx3q1NTUKCcnx14nOTlZoaGhDnUOHjyoo0eP2usAgYoudgBaCxc0gGsQ5LuGOSpMczKT6gQEaYmxeiYziR5N8HkeG1bQrl07DRgwwGFb27Zt1bFjRw0YMMAeDJSVlentt9+W1WqV1WqVJHXq1EkhISFat26dTpw4oaFDhyoiIkKbN2/WU089pfvuu8++zylTpmjhwoV64IEHNGnSJG3ZskUrV67U+vXr7XWys7M1YcIEDRkyRBdffLHmz5+v0tJSTZw4UZJkNps1efJkZWdnq0OHDjKZTJo2bZpSU1MbXKkACBR0sQPQWpy5oOFkHGgcQb7rdI2J1AvjBqmoxKbTFVVqFxGq2GiGOsE/NCscKC8vl2EYioqKkiR99913Wrt2rfr3768rr7zSJQ3btWuXPv/8c0lSnz59HMqOHDminj17KjQ0VIsWLVJWVpYMw1CfPn00b9483XHHHfa6vXr10vr165WVlaUFCxaoW7duevXVV5Wenm6vc/PNN+vkyZOaPXu2CgoKNHDgQG3cuNFhksLnn39ewcHByszMVGVlpdLT07V48WKXvFbAl9V2sdvewLI+dLED0Fxc0ACuQZDvWuYowgD4pyDjzHX/nHTllVdqzJgxmjJlioqLi9W3b1+FhoaqqKhI8+bN0x//+MfWaKvPc3Z9ScDX5BeXa+aaPQ4BQW0Xuy5McgSgmQ4XlmjkvG0NludkD1fvuGg3tgiexuSUzWMps2nasrwGg3wmDwb8m7PXoc3qObBr1y49//zzkqTVq1erc+fOysvL05o1azR79mzCAcANvOkEiS52AFoDPZNwJmbbb77asfINBfl8XwOQmhkOlJWVqV27dpKkDz74QGPGjFFwcLCGDh2q7777zqUNBFCXN54g0cUOgKtxQYNaLJvbcgT5ABrTrHCgT58+eu+993TDDTdo06ZNysrKkiQVFhbSXR5oZZwgAQgkXNBAYnJKVyHIB3A2zQoHZs+erVtuuUVZWVkaMWKEfTm/Dz74QIMGDXJpAwE44gQJQKDhggZMTgkAra9Z4cCNN96oSy+9VMePH9eFF15o3z5y5EjdcMMNLmscgLo4QQIABBpm2weA1hfc3CfGx8erXbt22rx5s8rLyyVJF110kfr27euyxgGoixMkAO5iKbPpcGGJ8o6e0uGTJbKU2TzdJASo2skp68PklADgGs3qOfDDDz/opptu0kcffaSgoCAdOnRI55xzjiZPnqz27dvrueeec3U7Afx/zN4NwB28ceJTBC4mpwRalzetggXPCTIMw2jqk2677TYVFhbq1VdfVb9+/fTPf/5T55xzjjZt2qTs7Gzt37+/Ndrq85xdXxJoTH5xeYMnSF04aQfQQpYym+5ellfv/CasiQ5Pqr2AYXJKwHUIg/2fs9ehzeo58MEHH2jTpk3q1q2bw/bExESWMgTcgNm7AbQmJj6Ft2JySsC1PLEKFr0UvFezwoHS0lJFRUXV2f7jjz8qPDy8xY0C0DhOkFoXX1wIZEx8CgCBwd1hML0UvFuzJiS87LLL9D//8z/2n4OCglRTU6O5c+fqiiuucFnjAMAT8ovLdfeyPI2ct003LP5MI5/bpmnL8pRfXO7ppgFuwcSnABAY3BkGN9ZLgUlvPa9ZPQfmzp2rkSNH6ssvv5TNZtMDDzyg/fv368cff9Snn37q6jYCgNt4onsd4G2Y+BQAAoM7w2CGrHm/ZvUcGDBggL7++mtdeumluu6661RaWqoxY8YoLy9PvXv3dnUbAcBtnPniAvxd7czwv1w6jpnhAcC/uHOZUIaseb9m9RyQJLPZrD//+c+ubAsAeBxfXMDPmPgUAPyfO5cJZcia93M6HNizZ4/TO01KSmpWYwCgJVwxiSBfXMD/YeJTAPB/7gqDGbLm/ZwOBwYOHKigoCAZhnHWekFBQaqurm5xwwCgKVw1+20gf3GxQgMAAIHJHWGwO3spoHmCjMau9v+/7777zumd9ujRo9kN8mdWq1Vms1kWi0Umk8nTzQH8hqXMpruX5dU7V0BaYmyTJxHMLy5v8Iuri58us8PSQgCAWoTFaE21xxdD1tzH2etQp8MBtBzhANA6DheWaOS8bQ2W52QPV++46CbtM5C+uFwdrgAAfBdhMZqLUMl7OXsd2uwJCSXpX//6l44ePSqbzXH27muvvbYluwXgx1rji6M1JhF0pnudv3wJsrQQAEBiOV80H6GSf2hWOPDvf/9bN9xwg/bu3eswD0FQUJAkMecAgHq11heHJyYR9KcvQVZoAABIhMVoHkIl/xHcnCfde++96tWrlwoLCxUVFaX9+/dr+/btGjJkiLZu3eriJgLwB419cVjKbA08s3HuXKNXat3X4gms0AAAkAiL0TzOhErwDc0KB3Jzc/XYY48pNjZWwcHBCg4O1qWXXqqnn35a99xzj6vbCMAPtOYXR+3st78MCFpr9lt/+xJ0d7gCAHAdS5lNhwtLlHf0lA6fLGlRQE1YjOYgVPIfzRpWUF1drXbt2kmSYmNjlZ+fr/POO089evTQwYMHXdpAAP6htb843LVGr9S01+IL8xKwtBAA+CZXD3EL5OV80XyESv6jWeHAgAED9M9//lO9evVSSkqK5s6dq7CwML3yyis655xzXN1GAH7AHV8c7lijV3L+tfjSvATuDFfger4QQgFwrdYY501YjOYgVPIfzQoHHnzwQZWWlkqSHnvsMV1zzTW67LLL1LFjR61YscKlDQTgH/zpi8OZ1+KLk/O4K1yBa/lSCAXAdVpr8kDCYjQVoZL/CDJqlxpooR9//FHt27e3r1iAupxdXxLwV/nF5Q1+cXTxsYuYxl7L4cISjZy3rcHn52QPV++4aHc0FX7MUmbT3cvy6r1ASEuM9coQCoGB3iytL+/oKd2w+LMGy9+7a5gGdm/vxhYh0NX+uydU8j7OXoc2q+fAL3333XcqLS1VTEwM4QCABvnT3YjGXguT88AdWHYM3ojeLO7BOG94G3og+r4mrVbw+uuva968eQ7b7rzzTp1zzjm64IILNGDAAB07dsylDQTgX8xRYeodF62B3durd1y0T3+JnO21cNIGdyCEgrfxt6VevRkrzcAVXLnaBXxfk8KBV155Re3b/1/3pI0bN+qNN97Q//zP/2jHjh2KiYnRo48+6vJGAoCv4aQN7kAIBW/jb0u9ejN3L+ML/5NfXK67l+Vp5LxtumHxZxr53DZNW5an/OJyTzcNHtKkYQWHDh3SkCFD7D//7//+r6677jqNHz9ekvTUU09p4sSJrm0hAPggJueBO/jTRJ/wD/RmcS9/Gq4HR609b4cvTpyM1tekcKC8vNxhAoPPPvtMkydPtv98zjnnqKCgwHWtAwAPcNUXMidtaG2EUPA29GZxP8Z5+x93zNvBnDWoT5PCgR49emjnzp3q0aOHioqKtH//fl1yySX28oKCApnNZpc3EkDLMGu081z9hcxJG1obIRS8Cb1ZgJZx1x19evmgPk0KByZMmKCpU6dq//792rJli/r27avk5GR7+WeffaYBAwa4vJEAmo9Zo51HFzv4KkIoeAt6swD/pzk3Z9x1R59ePqhPk8KBBx54QGVlZXr33XcVHx+vVatWOZR/+umnGjdunEsbCPgCb70zz8Vu09DFDgBajt4sQPNvzrjrjj69fFCfJoUDwcHBeuyxx/TYY4/VW/7LsGDZsmW69tpr1bZt2+a3EPBy3nxnnovdpqGLHQC4Br1ZEMhacnPGXXf06eWD+jQpHGiqP/zhD0pJSdE555zTmr8G8BhvvzPPxW7T0MUOAAC0VEtuzrjzjj69fPBLwa25c8MwWnP3gMd5+3rOXOw2Te0Xcn3oYgfAEyxlNh0uLFHe0VM6fLJEljLPfq8AaFxLbs7U3tH/5flIa93RN0eFqXdctAZ2b6/ecdEEAwGuVXsOAP7OnXfmmzOvAePJmoYudgC8iTcPWwPQsJbenOGOPjyFcABoAXfdmW/uCSIXu03HFzIAb+Dtw9YANMwVN2eYtwOeQDgAtIA77sy39ASRi92m4wsZaDpvXbXFVzGhLOC7uDkDX0U4ALSAOz78XXGCyMUugNZE93fXY0JZwLdxcwa+qFXDgR49eig0lAnP4N9a+8OfE0QA3szZ3k30LGgaJpQFfB83Z+BrmrVawYQJE7R9+/ZG6+3bt08JCQlO7XPOnDkKCgrS9OnT7dsqKio0depUdezYUdHR0crMzNSJEyccnnf06FFlZGQoKipKcXFxuv/++/XTTz851Nm6dasGDx6s8PBw9enTR0uWLKnz+xctWqSePXsqIiJCKSkp+uKLLxzKnWkLAldrzvTKCSIAb+ZM76b84nLdvSxPI+dt0w2LP9PI57Zp2rI85ReXu7m1voPVUwAA7tascMBisWjUqFFKTEzUU089pe+//75FjdixY4defvllJSUlOWzPysrSunXrtGrVKm3btk35+fkaM2aMvby6uloZGRmy2Wz67LPP9Oabb2rJkiWaPXu2vc6RI0eUkZGhK664Qrt379b06dN1++23a9OmTfY6K1asUHZ2th5++GHt2rVLF154odLT01VYWOh0W4DWwgkiAG/WWO8mS3nVWXsWsDRf/dy9nBmApmOpUfibIMMwjOY88eTJk3rrrbf05ptv6l//+pdGjRqlyZMn67rrrmvSUIKSkhINHjxYixcv1hNPPKGBAwdq/vz5slgs6tSpk5YuXaobb7xRknTgwAH169dPubm5Gjp0qDZs2KBrrrlG+fn56ty5syTppZde0owZM3Ty5EmFhYVpxowZWr9+vfbt22f/nWPHjlVxcbE2btwoSUpJSdFFF12khQsXSpJqamqUkJCgadOmaebMmU61xRlWq1Vms1kWi0Umk8np9wjILy5vcF6DLoznBeBBhwtLNHLetgbLN957ma5a8HGD5TnZw9U7Lro1muYXaodjMGYZ8C7MtQJf4ux1aLN6DkhSp06dlJ2drX/+85/6/PPP1adPH916663q2rWrsrKydOjQIaf2M3XqVGVkZGjUqFEO23fu3KmqqiqH7X379lX37t2Vm5srScrNzdUFF1xgDwYkKT09XVarVfv377fX+eW+09PT7fuw2WzauXOnQ53g4GCNGjXKXseZttSnsrJSVqvV4QE0R+28BjnZw/XeXcOUkz1cL4wbRDAAwOMa690UHBx01uczb8rZteawNbgHd5f9T2NzrfA3hq9q8YSEx48f1+bNm7V582aFhITo6quv1t69e9W/f3/NnTtXWVlZDT53+fLl2rVrl3bs2FGnrKCgQGFhYYqJiXHY3rlzZxUUFNjrnBkM1JbXlp2tjtVqVXl5uU6dOqXq6up66xw4cMDpttTn6aef1qOPPtpgOdAUTGoDwBs1tmpLeVX1WZ/PvCnwZ9xd9k8sNQp/1axwoKqqSn/729/0xhtv6IMPPlBSUpKmT5+uW265xd5NYe3atZo0aVKD4cCxY8d07733avPmzYqIiGj+K/Bis2bNUnZ2tv1nq9Xq9ASNAAD4irOt2mIpsyktMdYhOKjFvCnwZ86u5AHXa+3VUVhJCv6qWeFAly5dVFNTo3HjxumLL77QwIED69S54oor6txpP9POnTtVWFiowYMH27dVV1dr+/btWrhwoTZt2iSbzabi4mKH/Zw4cULx8fGSpPj4+DqrCtSuIHBmnV+uKnDixAmZTCZFRkYqJCREISEh9dY5cx+NtaU+4eHhCg8Pb7AcAAB/0VDvpsZ6FnBxBH8VKHeXvW2ZUnf01mAlKfirZoUDzz//vH7729+e9Y5/TEyMjhw50mD5yJEjtXfvXodtEydOVN++fTVjxgwlJCQoNDRUOTk5yszMlCQdPHhQR48eVWpqqiQpNTVVTz75pAoLCxUXFydJ2rx5s0wmk/r372+v8/e//93h92zevNm+j7CwMCUnJysnJ0fXX3+9pJ8nJMzJydHdd98tSUpOTm60LQAAoH5n61ngz7ztognuFQh3l71t2IS7emvUzrVCjyj4m2aFA7feemuLf3G7du00YMAAh21t27ZVx44d7dsnT56s7OxsdejQQSaTSdOmTVNqaqp9dYArr7xS/fv316233qq5c+eqoKBADz74oKZOnWq/Yz9lyhQtXLhQDzzwgCZNmqQtW7Zo5cqVWr9+vf33Zmdna8KECRoyZIguvvhizZ8/X6WlpZo4caIkyWw2N9oWAADQsECbN8XbLprgfv5+d9kbh024q7cGPaLgr5wOB8aMGeP0Tt99991mNeaXnn/+eQUHByszM1OVlZVKT0/X4sWL7eUhISF6//339cc//lGpqalq27atJkyYoMcee8xep1evXlq/fr2ysrK0YMECdevWTa+++qrS09PtdW6++WadPHlSs2fPVkFBgQYOHKiNGzc6TFLYWFsAAAAk77xogvv5+91lbxw24c7eGoHaIwr+LcgwDMOZirV30Z3xxhtvNLtB/szZ9SUBAIDvOlxYopHztjVYnpM9XL3jot3YInhKfnF5g3eXfX054ryjp3TD4s8aLH/vrmEa2L29G1vEvz2gIc5ehzrdc4ALfgAAgMYFwlhzOMef7y5747AJf++tAbS24OY8admyZQ2W3X///c1uDAAAgK/zxosmeI45Kky946I1sHt79Y6LdmkwYCmz6XBhifKOntLhkyWylNlctu/G1F6I18dTF+K1cwH8sl3MBQA4x+lhBWeKiYnRsmXLNHr0aIftWVlZWr58uY4fP+6yBvoThhUAAOD/LGU2TVuW1+DdS+YcgCt4w6SX3jpsonalEH/rrQE0l7PXoc0KB9avX6/x48fr/fff16WXXipJmjZtmt59913l5OSob9++zW+5HyMcAAIXS5oBgcVbL5rgHyxlNt29LK/eCQHdHUBxIQ54P5fPOXCmjIwMLV68WNdee602b96s1157Tf/7v/+rjz76SOeee26zGw0A/sgb7u4AcC9/HmsOz/OmlQICbZlSwJ81KxyQpFtuuUXFxcW65JJL1KlTJ23btk19+vRxZdsAwOexpBkQuLhoQmth0ksArcHpcCA7O7ve7Z06ddLgwYO1ePFi+7Z58+a1vGUA4AdacneHoQhoKo4ZIDAw6SWA1uB0OJCXl1fv9j59+shqtdrLg4KCXNMyAPADzb27w1AENBXHDBA4WLIPQGtwOhz46KOPWrMdAOCXmnN3h6EIaCqOGSCw1C7Z19Ckl/x7B9AczZ5zQJK++eYbHT58WGlpaYqMjJRhGPQcAIAzNOfujjdNNAXfwDEDBB4mvQTgasHNedIPP/ygkSNH6txzz9XVV1+t48ePS5ImT56sP/3pTy5tIAD4stq7O2mJsQ7bz3Z3h4mm0FQcM0BgMkeFqXdctAZ2b6/ecdEEAwBapFk9B7KyshQaGqqjR4+qX79+9u0333yzsrOz9dxzz7msgQDg65p6d4eJptBUHDMAAKClmhUOfPDBB9q0aZO6devmsD0xMVHfffedSxoGAP6kKUuaMdEUmopjBgAAtFSzhhWUlpYqKiqqzvYff/xR4eHhLW4UAASy5gxFQGDjmAEAAC0VZBiG0dQnXX311UpOTtbjjz+udu3aac+ePerRo4fGjh2rmpoarV69ujXa6vOsVqvMZrMsFotMJpOnmwPAy9WuWc9EU3AWxwwAAPglZ69DmzWsYO7cuRo5cqS+/PJL2Ww2PfDAA9q/f79+/PFHffrpp81uNADg/zRlKAIgccwAgK+oDXOtFVUyRYYqti2f3/C8ZoUDAwYM0Ndff60XXnhB7dq1U0lJicaMGaOpU6eqS5curm4jAAAAAHiNllzc5xeXa8aaPQ5L0KYlxmpOZpK6xkS2VpOBRjVrWAGah2EFAAAAgG9rycW9pcymu5flOTz3zH28MG4QPQjgcs5ehzZrQkJJ+vjjj/W73/1Ow4YN0/fffy9Jeuutt/TJJ580d5fwApYymw4Xlijv6CkdPlkiS5nN000CAAAAvIKlzFYnGJCk7YeKNHPNnkbPnYtKbPUGA7X7KCrh3Bue06xwYM2aNUpPT1dkZKR27dqlyspKSZLFYtFTTz3l0gbCffKLy3X3sjyNnLdNNyz+TCOf26Zpy/KUX1zu6aYBAAAAHtfSi3trRdVZy083Ug60pmaFA0888YReeukl/fd//7dCQ0Pt2y+55BLt2rXLZY2D+7Q0BQUAAAD8XUsv7k0RoWctb9dIOdCamhUOHDx4UGlpaXW2m81mFRcXt7RN8AC6OAEAAABn19KL+9joMKUlxtZblpYYq9ho5huA5zQrHIiPj9c333xTZ/snn3yic845p8WNgvvRxQkAAAA4u5Ze3JujwjQnM6nOPtISY/VMZhKTEcKjmrWU4R133KF7771Xr7/+uoKCgpSfn6/c3Fzdd999euihh1zdRrgBXZwAAACAs6u9uJ+5Zo+2/2K1Amcv7rvGROqFcYNUVGLT6YoqtYsIVWy080shAq2lSeHAkSNH1KtXL82cOVM1NTUaOXKkysrKlJaWpvDwcN13332aNm1aa7UVrag2Bd3ewLIqdHECAPirlqxXDiDwuOLi3hzF5wy8T5PCgd69e6tHjx664oordMUVV+irr77S6dOnVVJSov79+ys6Orq12olW5ooUFAAAX9OS9coBBC4u7uGPggzDMJytvHXrVvvj888/l81m0znnnKMRI0ZoxIgRuvzyy9W5c+fWbK9Ps1qtMpvNslgsMplMnm5OvWrvntDFCQDg7yxlNt29LK/eCXnTEmP1wrhBfAcCAHyes9ehTeo5cPnll+vyyy+XJFVUVOizzz6zhwVvvvmmqqqq1LdvX+3fv79FjYfnkIICAAKFMyv18J0IAAgUzZqQUJIiIiI0YsQIXXrppbriiiu0YcMGvfzyyzpw4IAr2wcAQMBiLHzrYqUe/8W/HQBouiaHAzabTf/4xz/00Ucf2YcXJCQkKC0tTQsXLtTw4cNbo50AAAQUxsK3Plbq8U/82wGA5mlSODBixAh9/vnn6tWrl4YPH64//OEPWrp0qbp06dJa7QMAIOBYymx1Lm6kn7u6z1yzx+Vj4QP1Lisr9fgfd//bAQB/0qRw4OOPP1aXLl3skw8OHz5cHTt2bK22AQAQkNw5Fj6Q77KyUo//YR4JAGi+JoUDxcXF+vjjj7V161Y988wzGjdunM4991wNHz7cHhZ06tSptdoKAEBAcNdYeO6yuma9cngP5pEAgOZrUjjQtm1bXXXVVbrqqqskSadPn9Ynn3yijz76SHPnztX48eOVmJioffv2tUpjAQAIBO4aC89d1p+xUo//YB4JAGi+4JY8uW3bturQoYM6dOig9u3bq02bNvrqq69c1TYAAAJS7Vj4+rhyLDx3WeFv3PVvBwD8UZPCgZqaGn3xxReaO3euRo8erZiYGA0bNkyLFy9WfHy8Fi1apH//+9+t1VYAAAJC7Vj4X17kuHosvLvvslrKbDpcWKK8o6d0+GSJLGU2l+4fcNe/HcCX8NkLZzVpWEFMTIxKS0sVHx+vK664Qs8//7wuv/xy9e7du7XaBwBAQHLHWHh3ztYfyBMfwr2YRwL4P3z2oimCDMMwnK388ssv64orrtC5557bmm3yW1arVWazWRaLRSaTydPNAQJeoC7fBpwpv7i8wdn6u7joxNFSZtPdy/Lqnd8gLTE2ICY+BAB347MXtZy9Dm1Sz4E//OEPLW4YAHgDknTgZ+64y8rEh0DrI/DGL/HZi6ZqUjgAAP6A5dsAR609Wz8THwKti8Ab9eGzF03VotUKAMAXOZOkA3AdlpcDWm9SuMYCbyafC1x89qKp6DkAIOCQpAPu5c6JDwFv1Jp39uk6jobw2YumoucAgIBDkg64F8vLIZC19p19Am80hM9eNJVHw4EXX3xRSUlJMplMMplMSk1N1YYNGyRJ3377rYKCgup9rFq1yr6P+sqXL1/u8Hu2bt2qwYMHKzw8XH369NGSJUvqtGXRokXq2bOnIiIilJKSoi+++MKhvKKiQlOnTlXHjh0VHR2tzMxMnThxwvVvCoBWV5uk14ckHWgdtRMf5mQP13t3DVNO9nC9MG6Qy1ZEALxVaw9lI/DG2fDZi6bwaDjQrVs3zZkzRzt37tSXX36pESNG6LrrrtP+/fuVkJCg48ePOzweffRRRUdHa/To0Q77eeONNxzqXX/99fayI0eOKCMjQ1dccYV2796t6dOn6/bbb9emTZvsdVasWKHs7Gw9/PDD2rVrly688EKlp6ersLDQXicrK0vr1q3TqlWrtG3bNuXn52vMmDGt/h4BcD2SdMAzzFFh6h0XrYHd26t3XDT/1hAQWvvOPoE3GsNnL5wVZBiG4elGnKlDhw569tlnNXny5DplgwYN0uDBg/Xaa6/ZtwUFBWnt2rUOgcCZZsyYofXr12vfvn32bWPHjlVxcbE2btwoSUpJSdFFF12khQsXSpJqamqUkJCgadOmaebMmbJYLOrUqZOWLl2qG2+8UZJ04MAB9evXT7m5uRo6dKhTr83Z9SUBuEftsk+ttXwbAACHC0s0ct62Bstzsoerd1x0i35HfnG5Zq7Z4zC2vDbw5g4xAGevQ71mQsLq6mqtWrVKpaWlSk1NrVO+c+dO7d69W4sWLapTNnXqVN1+++0655xzNGXKFE2cOFFBQUGSpNzcXI0aNcqhfnp6uqZPny5Jstls2rlzp2bNmmUvDw4O1qhRo5Sbm2v/3VVVVQ776du3r7p3737WcKCyslKVlZX2n61Wq5PvBgB3aO3l2wAAcMekcLVdxwm8AbSEx8OBvXv3KjU1VRUVFYqOjtbatWvVv3//OvVee+019evXT8OGDXPY/thjj2nEiBGKiorSBx98oLvuukslJSW65557JEkFBQXq3Lmzw3M6d+4sq9Wq8vJynTp1StXV1fXWOXDggH0fYWFhiomJqVOnoKCgwdf29NNP69FHH3X6vQAAAIB/qR3K1tCdfVddwBN4A2gpj4cD5513nnbv3i2LxaLVq1drwoQJ2rZtm0NAUF5erqVLl+qhhx6q8/wztw0aNEilpaV69tln7eGAJ82aNUvZ2dn2n61WqxISEjzYIgAAALgbd/YB+AKPhwNhYWHq06ePJCk5OVk7duzQggUL9PLLL9vrrF69WmVlZbrtttsa3V9KSooef/xxVVZWKjw8XPHx8XVWFThx4oRMJpMiIyMVEhKikJCQeuvEx8dLkuLj42Wz2VRcXOzQe+DMOvUJDw9XeHh4o20GENhq5z6wVlTJFBmq2LacMAKAv+HOPgBv59HVCupTU1PjME5f+nlIwbXXXqtOnTo1+vzdu3erffv29ovy1NRU5eTkONTZvHmzfV6DsLAwJScnO9SpqalRTk6OvU5ycrJCQ0Md6hw8eFBHjx6td34EAHBWfnG57l6Wp5HztumGxZ9p5HPbNG1ZnvKLyz3dNAAAAAQQj/YcmDVrlkaPHq3u3bvr9OnTWrp0qbZu3eqwzOA333yj7du36+9//3ud569bt04nTpzQ0KFDFRERoc2bN+upp57SfffdZ68zZcoULVy4UA888IAmTZqkLVu2aOXKlVq/fr29TnZ2tiZMmKAhQ4bo4osv1vz581VaWqqJEydKksxmsyZPnqzs7Gx16NBBJpNJ06ZNU2pqqtMrFQDAL1nKbJqxZk+d9a+3HyrSzDV79MK4QdxlAgAAgFt4NBwoLCzUbbfdpuPHj8tsNispKUmbNm3Sr3/9a3ud119/Xd26ddOVV15Z5/mhoaFatGiRsrKyZBiG+vTpo3nz5umOO+6w1+nVq5fWr1+vrKwsLViwQN26ddOrr76q9PR0e52bb75ZJ0+e1OzZs1VQUKCBAwdq48aNDpMUPv/88woODlZmZqYqKyuVnp6uxYsXt9I7AyAQFJXY6gQDtbYfKlJRiY1wAAAAAG4RZBiG4elGBApn15cEEBjyjp7SDYs/a7D8vbuGaWD39m5sEQAAAPyNs9ehXjfnAAAEClNE6FnL2zVSDgAAALgK4QAAeEhsdJjSEmPrLUtLjFVsNEMKAAAA4B6EAwDQCEuZTYcLS5R39JQOnyyRpczmkv2ao8I0JzOpTkCQlhirZzKTmG+gGVrrbwUAAODvPDohIQB4u/zi8jorCqQlxmpOZpK6xkS2eP9dYyL1wrhBKiqx6XRFldpFhCo2mrWwm6O1/1YAAAD+jJ4DANCAxpYadGUPgt5x0RrYvb16x0UTDDSDu/5WAAAA/opwAAAa4MxSg/AO/K0AAABahmEFANAAa0XVWctPN1IO9+FvBXewlNlUVGKTtaJKpshQxbZlCBC8D8fpz3gfgKYjHACABrDUoO/gb4XWxpwW8AUcpz/jfQCah2EFANAAlhr0Hfyt0JqY0wK+gOP0Z7wPQPMRDgBAA1hq0Hfwt/KcQFg+kjkt4As4Tn/ma++DL3+G+nLbUT+GFQDAWbDUoO/gb+V+gdJ1lzkt4As4Tn/mS++DL3+G+nLb0TB6DgBAI1y11CAJe+tjWUj3CaSuu8xpAV/AcfozX3kffPkz1JfbjrOj5wAAuAEJO/yNM113/SWcqZ3TYns9r5c5LeAtOE5/5ivvgy9/hvpy23F29BwAgFZGwg5/5Etdd1uKOS3gCzhOf+Yr74Mvf4b6cttxdvQcAIBWRsIOf+QrXXddhTkt4As4Tn/mC++DL3+G+nLbcXaEAwDQygIxYbeU2VRUYpO1okqmyFDFtvWukzK0nK903XUlc1TLj2P+baC1ueI49Qfe/j748meoL7cdZ0c4AACtLNASduZXCAy1XXdnrtnjcILobV13vQn/NgDUcvYz1BsDRT7//VeQYRiGpxsRKKxWq8xmsywWi0wmk6ebA8BNLGU2TVuW12DC/sK4QX7zRWops+nuZXn1DqPwt9eKn9WeuHpr111vwb8NAPU522eotweKfP77DmevQ+k5AACtLJASduZXCDze3nXXW/BvA0B9GvoMbWwyY28IFPn89z+EAwCazBu7uHk7X5gcyRUCcX4FwBn82wDQFI0FisetFZLkd+cR8CzCAQBN4u1d3LxZICTsgTa/AuAs/m0AaIrGAsV/nyzVU+u/4vwLLhXs6QYA8B2NdXGzlNk81DJ4i9oZjOvDDMYIZPzbgL+xlNl0uLBEeUdP6fDJEs4BXKyxQDG8TTDnX3A5wgEATnNmzCwCW+38Cr+8CPLH+RWApuDfBvxJfnG57l6Wp5HztumGxZ9p5HPbNG1ZnvKLyz3dNL9xtkDxkj4dlXesWBLnX3AthhUAcBpjZuGMQJlfAWgq/m3AH/jCRHn+oKHJjC/p01ETL+mle5bl2bdx/gVXIRwA4DR3jpll0kPfFgjzKwDNwb8N+DpW3nCf2kDxuKVC/y4qVXibYOUdK9Y9y/JUZqu212POErgK4QAAp9V2cdvewDrdrhozy6SHAAB4J3oRuldt0PLU379q9fMvgDkHADjNHWNmXTnpIZMleRbvPwD4H1becD/mLIG70HMAQJO09phZV3VXpPeBZ/H+A4B/clcvQjhizhK4Az0HADSZOSpMveOiNbB7e/WOi3bpF5Mruiuy5KJn8f4D+CV6EvkPd/Ui5HipqzXPvwCJngNAizBpnuu5orsikyV5Fu8/gDPRk8j/tOZdbI4XwHMIB4Bm4surdTjTXbGxUIbJkjyL9x9ALZa981+tsfIGxwvgWQwrAJqBbtOt52zdFedmJqnUVq27l+Vp5LxtumHxZxr53DZNW5an/OJye10mS/Is3n8AtZzpSQTU4ngBPIueA0Az0G26dTXUXVGS7l6W1+gdBSZL8izefwC16EmEpgiE48UbhqR6QxvgnQgHgGYIhC8vT6uvu+LhwhKnQpna3gcz1+xxuEBlyR/34P0HUIueRGgKfz9evGFIqje0Ad6LcABoBn//8nIlV6bTTQllWPLHs3j/AUj0JELTePJ4ae276d4wn4I3tAHejXAAaAZOdpzj6nS6qaFMa0yWBOfx/gOgJxGawlPHizvupnvDkFRvaAO8G+EA0Ayc7DSuNdJpQhkA8D30JEJTuPt4cdfddG8YkuoNbYB3IxwAmomTnbNrjXSaUAYAfBM9idAU7jxe3HU33RuGpHpDG+DdCAeAFqj98qodp/bvolKZIm3M+qrWS6cJZQAAgKu46266N/R+9IY2wLsRDgAtxKyv9WvNdDrQ7kCx5BAAAK3DXXfTvaH3oze0Ad6NcABoAWZ9bRjptGsQPgG+i2AP8H7uPF/xht6P3tAGeK8gwzAMTzciUFitVpnNZlksFplMJk83By5wuLBEI+dta7A8J3u4esdFu7FF3iW/uLzBdLoLF7aNspTZdPeyvHrHQqYlxgZ0+AR4O4I9wHdwvgJ/5+x1KD0HgBZg1tezI51uGZYcAnwTvcoA38L5CvCzYE/+8hdffFFJSUkymUwymUxKTU3Vhg0b7OWXX365goKCHB5Tpkxx2MfRo0eVkZGhqKgoxcXF6f7779dPP/3kUGfr1q0aPHiwwsPD1adPHy1ZsqROWxYtWqSePXsqIiJCKSkp+uKLLxzKKyoqNHXqVHXs2FHR0dHKzMzUiRMnXPdmwCcx62vjzFFh6h0XrYHd26t3XDRftE1A+AT4JmeCPQDehfMVwMPhQLdu3TRnzhzt3LlTX375pUaMGKHrrrtO+/fvt9e54447dPz4cftj7ty59rLq6mplZGTIZrPps88+05tvvqklS5Zo9uzZ9jpHjhxRRkaGrrjiCu3evVvTp0/X7bffrk2bNtnrrFixQtnZ2Xr44Ye1a9cuXXjhhUpPT1dhYaG9TlZWltatW6dVq1Zp27Ztys/P15gxY1r5HYK3qx2nVh/G1aOlCJ/QGEuZTYcLS5R39JQOnyyRpYyLTm9AsAcA8EVeN+dAhw4d9Oyzz2ry5Mm6/PLLNXDgQM2fP7/euhs2bNA111yj/Px8de7cWZL00ksvacaMGTp58qTCwsI0Y8YMrV+/Xvv27bM/b+zYsSouLtbGjRslSSkpKbrooou0cOFCSVJNTY0SEhI0bdo0zZw5UxaLRZ06ddLSpUt14403SpIOHDigfv36KTc3V0OHDnXqtTHngH9inBpai6XMpmnL8hqcJImuyYGNMe3ei/loAADexNnrUI/2HDhTdXW1li9frtLSUqWmptq3v/POO4qNjdWAAQM0a9YslZWV2ctyc3N1wQUX2IMBSUpPT5fVarX3PsjNzdWoUaMcfld6erpyc3MlSTabTTt37nSoExwcrFGjRtnr7Ny5U1VVVQ51+vbtq+7du9vr1KeyslJWq9XhAf9TO04tJ3u43rtrmHKyh+uFcYMIBtBitUsO/bJ3iq8vOcTd7pZrbEw776ln0asMAOCLPD4h4d69e5WamqqKigpFR0dr7dq16t+/vyTplltuUY8ePdS1a1ft2bNHM2bM0MGDB/Xuu+9KkgoKChyCAUn2nwsKCs5ax2q1qry8XKdOnVJ1dXW9dQ4cOGDfR1hYmGJiYurUqf099Xn66af16KOPNvEdgS8yRzFpDVqHv02SxN1u12CySu/GWuIAAF/k8XDgvPPO0+7du2WxWLR69WpNmDBB27ZtU//+/XXnnXfa611wwQXq0qWLRo4cqcOHD6t3794ebLVzZs2apezsbPvPVqtVCQkJHmwRAF/kL+ETM7i7DmPavZ+/BXsAAP/n8XAgLCxMffr0kSQlJydrx44dWrBggV5++eU6dVNSUiRJ33zzjXr37q34+Pg6qwrUriAQHx9v/+8vVxU4ceKETCaTIiMjFRISopCQkHrrnLkPm82m4uJih94DZ9apT3h4uMLDw515GwDA73G323WYrNI3+EuwBwAIDF4z50CtmpoaVVZW1lu2e/duSVKXLl0kSampqdq7d6/DqgKbN2+WyWSyD01ITU1VTk6Ow342b95sn9cgLCxMycnJDnVqamqUk5Njr5OcnKzQ0FCHOgcPHtTRo0cd5kcAADSMu92uw5h2AADgah7tOTBr1iyNHj1a3bt31+nTp7V06VJt3bpVmzZt0uHDh7V06VJdffXV6tixo/bs2aOsrCylpaUpKSlJknTllVeqf//+uvXWWzV37lwVFBTowQcf1NSpU+137KdMmaKFCxfqgQce0KRJk7RlyxatXLlS69evt7cjOztbEyZM0JAhQ3TxxRdr/vz5Ki0t1cSJEyVJZrNZkydPVnZ2tjp06CCTyaRp06YpNTXV6ZUKACDQcbfbdQJtTLulzKaiEpusFVUyRYYqti135AEAcDWPhgOFhYW67bbbdPz4cZnNZiUlJWnTpk369a9/rWPHjunDDz+0X6gnJCQoMzNTDz74oP35ISEhev/99/XHP/5Rqampatu2rSZMmKDHHnvMXqdXr15av369srKytGDBAnXr1k2vvvqq0tPT7XVuvvlmnTx5UrNnz1ZBQYEGDhyojRs3OkxS+Pzzzys4OFiZmZmqrKxUenq6Fi9e7J43CgD8QO3d7oaWZuRud9MEyph2JrEEAMA9ggzDMDzdiEDh7PqSAOCv8ovLG7zbzfKf+CVLmU13L8urd66KtMRYJrEEAMAJzl6HenxCQgBA4AiUu91wDSaxBADAfQgHAABuxQzucFa1Yei1CUNU+VONIkJDtOvoKb3+yRGV2aolMYklAACuRDgAAAC8Tn5xuR5ft18ff/ODfdslfTrqr+MG6Z5leSqzVTOJJQCvxCSq8FWEAwAAwKtYymw/T0J4RjAgSZ/+/58nXdpLe44VM4klAK/DJKrwZcGebgCA/2Mps+lwYYnyjp7S4ZMlspTZPN0kAHC7s8018Ok3P2jYOR39cslGAL7NHmz+4vNr+6EizVyzh/M6eD16DgBewleTZrrOAXA1ayNzCUSEhrC6BQCvwySq8HWEA4AXaCxp9tblujwZaBBKAP7L1MhcAuZI5hoA4H0aCzaZRBXejnAA8AK+mDR7MtDw1V4WaDlCocAQGx2mtMRYba/nczEtMZa5BoAA4Wuf+Y0Fm0yiCm9HOAB4AV9Mmj0VaPhqL4sz+drJjrdwVyjE38fzzFFhmpOZpJlr9jgEBGmJscw1AAQIX7wRQLAJX0c4AHgBX0yaPRVo+GIvizP54smON3BXKMTfx3t0jYnUC+MGqajEptMVVWoXEarYaIIab0e4Blfw1RsBBJvwdYQDgBfwxaTZU4GGL/ayqOWrJzst4aoLBXeEQoH49/F25iguLH0J4RpcxZdvBBBswpcRDgBewBeTZk8FGr7Yy6KWL5/sNIcrLxTcEQoF2t8HcCXCNbiSL98IkAg24bsIBwAv4WtJs6cCDV/sZVHL1092msLVFwruCIUC6e/jL+jC7j0I1+BKvnwjAPBlhAOAF/G1pNkTgYYv9rKoFUgnO66+UHBHKBRIfx9/QBd270K4Blfy5RsBgC8jHADQIp4INHytl0WtQDrZcfWFgjtCoUD6+3iKq+7004Xd+xCuwZV8+UYAPIfeZC1HOADAJ/laLwspsE52WuNCobVDIX/++3jDCZMr7/TThb11tOQ4IVyDq/nqjQB4Br3JXCPIMAzD040IFFarVWazWRaLRSaTydPNAeAhtSfg/nyyYymzadqyvAYvFLz5zq6//X284YTJUmbT3cvy6r2gb87xkHf0lG5Y/FmD5e/dNUwDu7dvVlsDlSuOk/zi8gbDtS6cnANoJa7+jvFHzl6H0nMAANzMF3s9NJUv34X3p7+Pt3S/d/Wdfrqwu5arjhPu9ALwBHqTuQ7hAACgVXCh4HnecsLk6jko6MLuWq48TvwpXPMWrhgW5A1Di4Cmcva4ZUJU1yEcAAC0Gk9eKHAy7D0nTK6+0+/LPVO8kbccJ/7EVZ8/rhru4emhRUBTNeW4pTeZ6xAOAAD8DifDP/OWE6bWuNNPzxTX8ZbjxF+46vPHFcM9vGVoEdAUTT1u6U3mOsGebgAAAK7U2EmFpczmoZa5h6XMpsOFJco7eko1hqGnx1ygqLCQOvXcecJUe6c/LTG2ThtacqffHBWm3nHRGti9vXrHRXOR00y1J9b14cS6aVz5+ePMcA937ANwt6Yet631HROI6DkAAC5CN3bv4C3j7D2hvjuWlyXG6vXfX6RJS3aozFYtyTMnTNzp914M03AdV37+uGK4B0NG4Iuac9zyHeMahAMAfJq3XJDTjd17BOrJcEN3LD8+VKQgSRvuuUynymwePWFisjrvxYm1a7jy88cVwz0YMgJf1Nzjlu+YliMcAOCzvOWCnDGd3iVQT4Ybu2P5U42hgd3bu7lV8CWcWLecKz9/XDGOmrHY8EUct57DnAMAfJI3jStnTKfnnDm+/vDJElnKbAE7fjpQe0wA3sSVnz+uGEfNWGz4Io5bz6HnAACf5E3jyrko84yGeo48k5kUkOOnA7XHBOBNXD1/gyuGezBkBL6I49YzCAcA+CRvuiDnosz9ztZzZMb/H8oRaCcVdMMEvIOrL2pcMdyDISPwRRy37kc4AMAnedMFORdl7udMz5FAW9qOGecB78FFDQBfRDgAwCd50wU5F2Xu5009R7wJ3TABAEBzEQ4A8EnedkHORZl7eVPPEW/DHUvAd3jLcrwAIBEOAPBh3nZBzkWZ+3hTzxEAaA5vWY4XAGqxlCEAn2aOClPvuGgN7N4+4MaYBzKWOQLgy7xpOV4AqEXPAQCAT/K2niMA4CxvWo4X/othK2gqwgEAgM9iKAcAX8SkqmhtDFtBczCsAAAAAHAjJlVFa2LYintYymw6XFiivKOndPhkiV+8r/QcAAAAANyISVXRmhi20vr8tWcGPQcAAAAAN2JSVbQmhq20Ln/umUHPAQDwUUw0BAC+i0lV0VoYttK6/LlnBuEAAPggf+3OhsBE0IVAxaSqaA0MW2ld/twzg2EFAOBj/Lk7GwJPfnG57l6Wp5HztumGxZ9p5HPbNG1ZnvKLyz3dNADwSQxbaV3+3DODngMA4GP8uTsbAktjQdcL4wZxLANAMzBspfX4c88Mj/YcePHFF5WUlCSTySSTyaTU1FRt2LBBkvTjjz9q2rRpOu+88xQZGanu3bvrnnvukcVicdhHUFBQncfy5csd6mzdulWDBw9WeHi4+vTpoyVLltRpy6JFi9SzZ09FREQoJSVFX3zxhUN5RUWFpk6dqo4dOyo6OlqZmZk6ceKEa98QAHCCP3dnQ2BxJugCADSPOSpMveOiNbB7e/WOiyYYcBF/7pnh0Z4D3bp105w5c5SYmCjDMPTmm2/quuuuU15engzDUH5+vv7yl7+of//++u677zRlyhTl5+dr9erVDvt54403dNVVV9l/jomJsf//kSNHlJGRoSlTpuidd95RTk6Obr/9dnXp0kXp6emSpBUrVig7O1svvfSSUlJSNH/+fKWnp+vgwYOKi4uTJGVlZWn9+vVatWqVzGaz7r77bo0ZM0affvpp679RAHAGf+7OhsBC0AUA8EX+2jMjyDAMw9ONOFOHDh307LPPavLkyXXKVq1apd/97ncqLS1VmzY/5xpBQUFau3atrr/++nr3N2PGDK1fv1779u2zbxs7dqyKi4u1ceNGSVJKSoouuugiLVy4UJJUU1OjhIQETZs2TTNnzpTFYlGnTp20dOlS3XjjjZKkAwcOqF+/fsrNzdXQoUOdem1Wq1Vms1kWi0Umk8np9wQAzmQps2nasrwGu7PRFRu+4nBhiUbO29ZgeU72cPWOi3ZjiwAA8D/OXod6zYSE1dXVWr58uUpLS5WamlpvndoXUxsM1Jo6dapiY2N18cUX6/XXX9eZeUdubq5GjRrlUD89PV25ubmSJJvNpp07dzrUCQ4O1qhRo+x1du7cqaqqKoc6ffv2Vffu3e116lNZWSmr1erwAICW8ufubAgsteM26+Pr4zYBAPA1Hp+QcO/evUpNTVVFRYWio6O1du1a9e/fv069oqIiPf7447rzzjsdtj/22GMaMWKEoqKi9MEHH+iuu+5SSUmJ7rnnHklSQUGBOnfu7PCczp07y2q1qry8XKdOnVJ1dXW9dQ4cOGDfR1hYmMNwhdo6BQUFDb62p59+Wo8++qjT7wUAOMtfu7MhsNQGXTPX7HHoCUPQBQCA+3k8HDjvvPO0e/duWSwWrV69WhMmTNC2bdscAgKr1aqMjAz1799fjzzyiMPzH3roIfv/Dxo0SKWlpXr22Wft4YAnzZo1S9nZ2fafrVarEhISPNgiAP6E9bHhDwi6AMB9LGU2FZXYZK2okikyVLFt+bzF//F4OBAWFqY+ffpIkpKTk7Vjxw4tWLBAL7/8siTp9OnTuuqqq9SuXTutXbtWoaFnn2grJSVFjz/+uCorKxUeHq74+Pg6qwqcOHFCJpNJkZGRCgkJUUhISL114uPjJUnx8fGy2WwqLi526D1wZp36hIeHKzw83On3AgCAQETQBQCtL7+4vM7ysWmJsZqTmaSuMZEebBm8hdfMOVCrpqZGlZWVkn6+037llVcqLCxMf/vb3xQREdHo83fv3q327dvbL8pTU1OVk5PjUGfz5s32eQ3CwsKUnJzsUKempkY5OTn2OsnJyQoNDXWoc/DgQR09erTB+REAAAAAuI6lzKbDhSXKO3pKh0+WyFLGcqfOspTZ6gQD0s/Lxs5cs4f3EpI83HNg1qxZGj16tLp3767Tp09r6dKl2rp1qzZt2mQPBsrKyvT22287TOjXqVMnhYSEaN26dTpx4oSGDh2qiIgIbd68WU899ZTuu+8++++YMmWKFi5cqAceeECTJk3Sli1btHLlSq1fv95eJzs7WxMmTNCQIUN08cUXa/78+SotLdXEiRMlSWazWZMnT1Z2drY6dOggk8mkadOmKTU11emVCgAAAAA0D3e9W6aoxFYnGKi1/VCRikps9OCCZ8OBwsJC3XbbbTp+/LjMZrOSkpK0adMm/frXv9bWrVv1+eefS5J92EGtI0eOqGfPngoNDdWiRYuUlZUlwzDUp08fzZs3T3fccYe9bq9evbR+/XplZWVpwYIF6tatm1599VWlp6fb69x88806efKkZs+erYKCAg0cOFAbN250mKTw+eefV3BwsDIzM1VZWan09HQtXry4ld8hAAAAILA1dtebJXwbZ62oOmv56UbKERiCjDPX/UOrcnZ9SQAAAAA/O1xYopHztjVYnpM9XL3jot3YIt/DexjYnL0O9bo5BwAAAACgFne9Wy42OkxpibH1lqUlxio2mp4XIBwAAAAA4MVMEWdfraxdI+X4eVWYOZlJdQKCtMRYPZOZxLAMSPKCpQwBAAAAoCG1d7231zOhHne9ndc1JlIvjBukohKbTldUqV1EqGKjWUoW/4eeAwAAAAC8Fne9XcccFabecdEa2L29esdF897BAT0HAAAAAHg17noDrY9wAAAAAIDXM0cRBgCtiWEFAAAAAAAEOMIBAAAAAAACHOEAAAAAAAABjnAAAAAAAIAARzgAAAAAAECAIxwAAAAAACDAEQ4AAAAAABDgCAcAAAAAAAhwhAMAAAAAAAQ4wgEAAAAAAAIc4QAAAAAAAAGOcAAAAAAAgABHOAAAAAAAQIAjHAAAAAAAIMARDgAAAAAAEOAIBwAAAAAACHCEAwAAAAAABDjCAQAAAAAAAhzhAAAAAAAAAY5wAAAAAACAAEc4AAAAAABAgCMcAAAAAAAgwBEOAAAAAAAQ4AgHAAAAAAAIcIQDAAAAAAAEOMIBAAAAAAACHOEAAAAAAAABjnAAAAAAAIAARzgAAAAAAECAa+PpBgBoOUuZTUUlNlkrqmSKDFVs2zCZo8I83SwAAAAAPoJwAPBx+cXlmrFmjz4+VGTflpYYqzmZSeoaE+nBlgEAAADwFQwrAHyYpcxWJxiQpO2HijRzzR5ZymweahkAAAAAX0I4APiwohJbnWCg1vZDRSoqIRwAAAAA0DjCAcCHWSuqzlp+upFyAAAAAJAIBwCfZooIPWt5u0bKAQAAAEAiHAB8Wmx0mNISY+stS0uMVWw0KxYAAAAAaBzhAODDzFFhmpOZVCcgSEuM1TOZSSxnCAAAAMApHg0HXnzxRSUlJclkMslkMik1NVUbNmywl1dUVGjq1Knq2LGjoqOjlZmZqRMnTjjs4+jRo8rIyFBUVJTi4uJ0//3366effnKos3XrVg0ePFjh4eHq06ePlixZUqctixYtUs+ePRUREaGUlBR98cUXDuXOtAXwhK4xkXph3CDlZA/Xe3cNU072cL0wbpC6sIwhAAAAACd5NBzo1q2b5syZo507d+rLL7/UiBEjdN1112n//v2SpKysLK1bt06rVq3Stm3blJ+frzFjxtifX11drYyMDNlsNn322Wd68803tWTJEs2ePdte58iRI8rIyNAVV1yh3bt3a/r06br99tu1adMme50VK1YoOztbDz/8sHbt2qULL7xQ6enpKiwstNdprC2AJ5mjwtQ7LloDu7dX77hoegwAAAAAaJIgwzAMTzfiTB06dNCzzz6rG2+8UZ06ddLSpUt14403SpIOHDigfv36KTc3V0OHDtWGDRt0zTXXKD8/X507d5YkvfTSS5oxY4ZOnjypsLAwzZgxQ+vXr9e+ffvsv2Ps2LEqLi7Wxo0bJUkpKSm66KKLtHDhQklSTU2NEhISNG3aNM2cOVMWi6XRtjjDarXKbDbLYrHIZDK57D0DAAAAAKA+zl6Hes2cA9XV1Vq+fLlKS0uVmpqqnTt3qqqqSqNGjbLX6du3r7p3767c3FxJUm5uri644AJ7MCBJ6enpslqt9t4Hubm5DvuorVO7D5vNpp07dzrUCQ4O1qhRo+x1nGlLfSorK2W1Wh0eAAAAAAB4G4+HA3v37lV0dLTCw8M1ZcoUrV27Vv3791dBQYHCwsIUExPjUL9z584qKCiQJBUUFDgEA7XltWVnq2O1WlVeXq6ioiJVV1fXW+fMfTTWlvo8/fTTMpvN9kdCQoJzbwoAAAAAAG7k8XDgvPPO0+7du/X555/rj3/8oyZMmKB//etfnm6WS8yaNUsWi8X+OHbsmKebBAAAAABAHW083YCwsDD16dNHkpScnKwdO3ZowYIFuvnmm2Wz2VRcXOxwx/7EiROKj4+XJMXHx9dZVaB2BYEz6/xyVYETJ07IZDIpMjJSISEhCgkJqbfOmftorC31CQ8PV3h4eBPeDQAAAAAA3M/jPQd+qaamRpWVlUpOTlZoaKhycnLsZQcPHtTRo0eVmpoqSUpNTdXevXsdVhXYvHmzTCaT+vfvb69z5j5q69TuIywsTMnJyQ51ampqlJOTY6/jTFsAAAAAAPBVHu05MGvWLI0ePVrdu3fX6dOntXTpUm3dulWbNm2S2WzW5MmTlZ2drQ4dOshkMmnatGlKTU21rw5w5ZVXqn///rr11ls1d+5cFRQU6MEHH9TUqVPtd+ynTJmihQsX6oEHHtCkSZO0ZcsWrVy5UuvXr7e3Izs7WxMmTNCQIUN08cUXa/78+SotLdXEiRMlyam2AAAAAADgqzwaDhQWFuq2227T8ePHZTablZSUpE2bNunXv/61JOn5559XcHCwMjMzVVlZqfT0dC1evNj+/JCQEL3//vv64x//qNTUVLVt21YTJkzQY489Zq/Tq1cvrV+/XllZWVqwYIG6deumV199Venp6fY6N998s06ePKnZs2eroKBAAwcO1MaNGx0mKWysLQAAAAAA+KogwzAMTzciUDi7viQAAAAAAK7g7HWo1805AAAAAAAA3ItwAAAAAACAAEc4AAAAAABAgCMcAAAAAAAgwBEOAAAAAAAQ4Dy6lGGgqV0Ywmq1erglAAAAAIBAUHv92dhChYQDbnT69GlJUkJCgodbAgAAAAAIJKdPn5bZbG6wPMhoLD6Ay9TU1Cg/P1/t2rVTUFCQp5vj1axWqxISEnTs2LGzrsWJwMUxgsZwjKAxHCNwBscJGsMxgsZ4+hgxDEOnT59W165dFRzc8MwC9Bxwo+DgYHXr1s3TzfApJpOJD1mcFccIGsMxgsZwjMAZHCdoDMcIGuPJY+RsPQZqMSEhAAAAAAABjnAAAAAAAIAARzgArxQeHq6HH35Y4eHhnm4KvBTHCBrDMYLGcIzAGRwnaAzHCBrjK8cIExICAAAAABDg6DkAAAAAAECAIxwAAAAAACDAEQ4AAAAAABDgCAcAAAAAAAhwhAPwGnPmzFFQUJCmT59u31ZRUaGpU6eqY8eOio6OVmZmpk6cOOG5RsKtHnnkEQUFBTk8+vbtay/n+IAkff/99/rd736njh07KjIyUhdccIG+/PJLe7lhGJo9e7a6dOmiyMhIjRo1SocOHfJgi+FuPXv2rPNZEhQUpKlTp0riswRSdXW1HnroIfXq1UuRkZHq3bu3Hn/8cZ05bzefJTh9+rSmT5+uHj16KDIyUsOGDdOOHTvs5RwjgWf79u36zW9+o65duyooKEjvvfeeQ7kzx8SPP/6o8ePHy2QyKSYmRpMnT1ZJSYkbX8X/IRyAV9ixY4defvllJSUlOWzPysrSunXrtGrVKm3btk35+fkaM2aMh1oJTzj//PN1/Phx++OTTz6xl3F84NSpU7rkkksUGhqqDRs26F//+peee+45tW/f3l5n7ty5+utf/6qXXnpJn3/+udq2bav09HRVVFR4sOVwpx07djh8jmzevFmS9Nvf/lYSnyWQnnnmGb344otauHChvvrqKz3zzDOaO3euXnjhBXsdPktw++23a/PmzXrrrbe0d+9eXXnllRo1apS+//57SRwjgai0tFQXXnihFi1aVG+5M8fE+PHjtX//fm3evFnvv/++tm/frjvvvNNdL8GRAXjY6dOnjcTERGPz5s3G8OHDjXvvvdcwDMMoLi42QkNDjVWrVtnrfvXVV4YkIzc310OthTs9/PDDxoUXXlhvGccHDMMwZsyYYVx66aUNltfU1Bjx8fHGs88+a99WXFxshIeHG8uWLXNHE+GF7r33XqN3795GTU0NnyUwDMMwMjIyjEmTJjlsGzNmjDF+/HjDMPgsgWGUlZUZISEhxvvvv++wffDgwcaf//xnjhEYkoy1a9faf3bmmPjXv/5lSDJ27Nhhr7NhwwYjKCjI+P77793W9lr0HIDHTZ06VRkZGRo1apTD9p07d6qqqsphe9++fdW9e3fl5ua6u5nwkEOHDqlr164655xzNH78eB09elQSxwd+9re//U1DhgzRb3/7W8XFxWnQoEH67//+b3v5kSNHVFBQ4HCcmM1mpaSkcJwEKJvNprfffluTJk1SUFAQnyWQJA0bNkw5OTn6+uuvJUn//Oc/9cknn2j06NGS+CyB9NNPP6m6uloREREO2yMjI/XJJ59wjKAOZ46J3NxcxcTEaMiQIfY6o0aNUnBwsD7//HO3t7mN238jcIbly5dr165dDuO1ahUUFCgsLEwxMTEO2zt37qyCggI3tRCelJKSoiVLlui8887T8ePH9eijj+qyyy7Tvn37OD4gSfr3v/+tF198UdnZ2fqv//ov7dixQ/fcc4/CwsI0YcIE+7HQuXNnh+dxnASu9957T8XFxfr9738vie8a/GzmzJmyWq3q27evQkJCVF1drSeffFLjx4+XJD5LoHbt2ik1NVWPP/64+vXrp86dO2vZsmXKzc1Vnz59OEZQhzPHREFBgeLi4hzK27Rpow4dOnjkuCEcgMccO3ZM9957rzZv3lwnhQUk2e/YSFJSUpJSUlLUo0cPrVy5UpGRkR5sGbxFTU2NhgwZoqeeekqSNGjQIO3bt08vvfSSJkyY4OHWwRu99tprGj16tLp27erppsCLrFy5Uu+8846WLl2q888/X7t379b06dPVtWtXPktg99Zbb2nSpEn61a9+pZCQEA0ePFjjxo3Tzp07Pd00wCUYVgCP2blzpwoLCzV48GC1adNGbdq00bZt2/TXv/5Vbdq0UefOnWWz2VRcXOzwvBMnTig+Pt4zjYZHxcTE6Nxzz9U333yj+Ph4jg+oS5cu6t+/v8O2fv362Yef1B4Lv5x5nuMkMH333Xf68MMPdfvtt9u38VkCSbr//vs1c+ZMjR07VhdccIFuvfVWZWVl6emnn5bEZwl+1rt3b23btk0lJSU6duyYvvjiC1VVVemcc87hGEEdzhwT8fHxKiwsdCj/6aef9OOPP3rkuCEcgMeMHDlSe/fu1e7du+2PIUOGaPz48fb/Dw0NVU5Ojv05Bw8e1NGjR5WamurBlsNTSkpKdPjwYXXp0kXJyckcH9All1yigwcPOmz7+uuv1aNHD0lSr169FB8f73CcWK1Wff755xwnAeiNN95QXFycMjIy7Nv4LIEklZWVKTjY8bQ4JCRENTU1kvgsgaO2bduqS5cuOnXqlDZt2qTrrruOYwR1OHNMpKamqri42KH3yZYtW1RTU6OUlBS3t5nVCuBVzlytwDAMY8qUKUb37t2NLVu2GF9++aWRmppqpKameq6BcKs//elPxtatW40jR44Yn376qTFq1CgjNjbWKCwsNAyD4wOG8cUXXxht2rQxnnzySePQoUPGO++8Y0RFRRlvv/22vc6cOXOMmJgY43//93+NPXv2GNddd53Rq1cvo7y83IMth7tVV1cb3bt3N2bMmFGnjM8STJgwwfjVr35lvP/++8aRI0eMd99914iNjTUeeOABex0+S7Bx40Zjw4YNxr///W/jgw8+MC688EIjJSXFsNlshmFwjASi06dPG3l5eUZeXp4hyZg3b56Rl5dnfPfdd4ZhOHdMXHXVVcagQYOMzz//3Pjkk0+MxMREY9y4cR55PYQD8Cq/DAfKy8uNu+66y2jfvr0RFRVl3HDDDcbx48c910C41c0332x06dLFCAsLM371q18ZN998s/HNN9/Yyzk+YBiGsW7dOmPAgAFGeHi40bdvX+OVV15xKK+pqTEeeugho3PnzkZ4eLgxcuRI4+DBgx5qLTxl06ZNhqR6//Z8lsBqtRr33nuv0b17dyMiIsI455xzjD//+c9GZWWlvQ6fJVixYoVxzjnnGGFhYUZ8fLwxdepUo7i42F7OMRJ4PvroI0NSnceECRMMw3DumPjhhx+McePGGdHR0YbJZDImTpxonD592gOvxjCCDMMw3N9fAQAAAAAAeAvmHAAAAAAAIMARDgAAAAAAEOAIBwAAAAAACHCEAwAAAAAABDjCAQAAAAAAAhzhAAAAAAAAAY5wAAAAAACAAEc4AAAAAABAgCMcAAAAAAAgwBEOAAAQoIKCgs76eOSRRzzdRJfr2bOn5s+f7+lmAADgddp4ugEAAMAzjh8/bv//FStWaPbs2Tp48KB9W3R0tCea1WSGYai6ulpt2rjvtMZmsyksLMxtvw8AgNZGzwEAAAJUfHy8/WE2mxUUFOSwbfny5erXr58iIiLUt29fLV682P7cb7/9VkFBQVq5cqUuu+wyRUZG6qKLLtLXX3+tHTt2aMiQIYqOjtbo0aN18uRJ+/N+//vf6/rrr9ejjz6qTp06yWQyacqUKbLZbPY6NTU1evrpp9WrVy9FRkbqwgsv1OrVq+3lW7duVVBQkDZs2KDk5GSFh4frk08+0eHDh3Xdddepc+fOio6O1kUXXaQPP/zQ/rzLL79c3333nbKysuy9IyTpkUce0cCBAx3em/nz56tnz5512v3kk0+qa9euOu+88yRJx44d00033aSYmBh16NBB1113nb799ltX/HkAAHArwgEAAFDHO++8o9mzZ+vJJ5/UV199paeeekoPPfSQ3nzzTYd6Dz/8sB588EHt2vX/2ru/kKb6OI7jn0dLcbr+jMzoH1l5MWKOLAgL8iJqI7BIgkiDhNWdFMKKbkrdoEWUUGEkjWZRRDcrotWFDZZLkC7MESmFq7DCqC66OKU00+cinvEchcd86nkq9n5dnd/v/M7ve865O999f791a9q0aaqurtbBgwd16tQpxeNx9ff368iRI6ZrotGo+vr6FIvFdPXqVYXDYTU1NaXPBwIBXbp0SefOndPjx49VX1+vXbt26d69e6Z5Dh06pGPHjqmvr0+lpaUyDEObN29WNBrVw4cP5Xa7VVlZqYGBAUlSOBzWwoUL5fP5NDg4aKqc+BbRaFRPnjxRe3u7bt26pVQqJZfLJavVqng8rs7OThUUFMjtdpuSHQAA/A5YVgAAACZoaGjQyZMnVVVVJUkqLi5Wb2+vWltbtXv37vQ4r9crl8slSdq/f7927typaDSqdevWSZI8Ho/a2tpMc+fk5OjChQuyWCxasWKFfD6fDhw4IL/fr1QqpaNHj+ru3bsqLy+XJC1dulT3799Xa2urKioq0vP4fD5t3Lgx3bbZbHI6nem23+/X9evXdfPmTdXV1clmsyk7O1tWq1Xz5s2b8jvJz89XMBhMLye4fPmyRkdHFQwG01UIoVBIs2bNUiwW06ZNm6YcAwCAn4XkAAAAMPn48aOSyaQ8Ho/27t2b7h8ZGdHMmTNNY0tLS9PHRUVFkiSHw2Hqe/v2rekap9Mpi8WSbpeXl8swDL18+VKGYejTp0+mj37p6xr/lStXmvpWr15tahuGocbGRkUiEQ0ODmpkZERDQ0PpyoHv5XA4TPsMJBIJ9ff3y2q1msYNDw8rmUz+kJgAAPxfSA4AAAATwzAkSefPn9eaNWtM57Kzs03t6dOnp4//+vV8fN/o6OiUY0ciES1YsMB0Ljc319TOz883tb1er9rb23XixAktX75ceXl52r59+6Ql/llZWRobGzP1pVKpCePGxzMMQ6tWrdKVK1cmjC0sLPzHmAAA/GpIDgAAAJOioiLNnz9fz549U01NzQ+fP5FIaGhoSHl5eZKkrq4uFRQUaNGiRbLZbMrNzdXAwIBpCcG36OzsVG1trbZt2ybp68f7+M0Bc3Jy9OXLF1NfYWGh3rx5o7GxsXSCo6enZ9J4ZWVlunbtmubOnasZM2ZM6V4BAPjVsCEhAACYoKmpSYFAQKdPn9bTp0/16NEjhUIhNTc3f/fcnz9/lsfjUW9vr27fvq2GhgbV1dUpKytLVqtVXq9X9fX1unjxopLJpLq7u3XmzJkJmyGOV1JSonA4rJ6eHiUSCVVXV0+oWliyZIk6Ojr0+vVrvX//XtLXfzF49+6djh8/rmQyqZaWFt25c2fS56ipqdGcOXO0detWxeNxPX/+XLFYTPv27dOrV6/+/QsCAOAnIDkAAAAm2LNnj4LBoEKhkBwOhyoqKtTW1qbi4uLvnnvDhg0qKSnR+vXrtWPHDm3ZskWNjY3p836/X4cPH1YgEJDdbpfb7VYkEpk0dnNzs2bPnq21a9eqsrJSLpdLZWVlpjE+n08vXrzQsmXL0qX/drtdZ8+eVUtLi5xOpx48eCCv1zvpc1gsFnV0dGjx4sWqqqqS3W6Xx+PR8PAwlQQAgN/OH2PjF9kBAAD8R2pra/XhwwfduHHjZ98KAAD4GyoHAAAAAADIcCQHAAAAAADIcCwrAAAAAAAgw1E5AAAAAABAhiM5AAAAAABAhiM5AAAAAABAhiM5AAAAAABAhiM5AAAAAABAhiM5AAAAAABAhiM5AAAAAABAhiM5AAAAAABAhvsTUeUgQ8jLVykAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore the relationship between Weekly_Sales and Temperature\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.scatterplot(data=data, x='Temperature', y='Weekly_Sales')\n",
    "plt.title('Weekly Sales vs Temperature')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.532400Z",
     "end_time": "2023-08-13T16:55:46.686047Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Weekly Sales: Holiday vs Non-Holiday')"
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore the impact of holidays on Weekly_Sales\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(data=data, x='Holiday_Flag', y='Weekly_Sales')\n",
    "plt.title('Weekly Sales: Holiday vs Non-Holiday')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.686047Z",
     "end_time": "2023-08-13T16:55:46.810048Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'CPI vs Unemployment')"
     },
     "execution_count": 237,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore the relationship between CPI and Unemployment\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.scatterplot(data=data, x='CPI', y='Unemployment')\n",
    "plt.title('CPI vs Unemployment')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.811048Z",
     "end_time": "2023-08-13T16:55:46.951049Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Weekly Sales Over Time')"
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Explore the trends of Weekly_Sales over time\n",
    "data['Date'] = pd.to_datetime(data['Date'], format='%d-%m-%Y')\n",
    "data.set_index('Date', inplace=True)\n",
    "weekly_sales = data['Weekly_Sales'].resample('W').sum()\n",
    "plt.figure(figsize=(12, 6))\n",
    "weekly_sales.plot()\n",
    "plt.title('Weekly Sales Over Time')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:46.954049Z",
     "end_time": "2023-08-13T16:55:47.137049Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Weekly Sales by Store')"
     },
     "execution_count": 239,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Analyize weekly salesby stores\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.boxplot(data=data, x='Store', y='Weekly_Sales')\n",
    "plt.title('Weekly Sales by Store')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:47.137049Z",
     "end_time": "2023-08-13T16:55:47.248051Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Distribution of Temperature')"
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#explore distribution of temperature\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.histplot(data=data, x='Temperature', kde=True)\n",
    "plt.title('Distribution of Temperature')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:47.250060Z",
     "end_time": "2023-08-13T16:55:47.397050Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'Weekly Sales by Date')"
     },
     "execution_count": 241,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#eplore weekly sales by date\n",
    "plt.figure(figsize=(12, 6))\n",
    "data.groupby('Date')['Weekly_Sales'].sum().plot()\n",
    "plt.title('Weekly Sales by Date')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:47.388051Z",
     "end_time": "2023-08-13T16:55:47.559615Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(data=data, x='Temperature', y='Weekly_Sales')\n",
    "plt.title('Weekly Sales vs Temperature')\n",
    "plt.xlabel('Temperature')\n",
    "plt.ylabel('Weekly Sales')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-08-13T16:55:47.561618Z",
     "end_time": "2023-08-13T16:55:47.691616Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
